{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import mplfinance as mpf\n",
    "import io"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Saving your plot to a file (or to an io buffer):\n",
    "\n",
    "- `mplfinance.plot()` allows you to save your plot to a file, or io-buffer, using the `savefig` keyword.\n",
    "- The value of `savefig` may be a `str`, `dict`, or `io.ByteIO` object.  \n",
    "  - If the value is a `str` then it is assumed to be the file name to which to save the figure/plot.\n",
    "  - If the value is an `io.ByteIO` object, then the figure will be saved to the io buffer object.  This avoids interaction with disk, and can also be useful when mplfinance is behind a web server (so that requests for an image file can be serviced without going to disk).\n",
    "\n",
    "If the file extension is one of those recognized by `matplotlib.pyplot.savefig()` then the file type will be inferred from the extension, for example: `.pdf`, `.svg`, `.png`, `.jpg` ...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output,\n",
    "## which is not needed here since the plot is saved to a file anyway:\n",
    "mpf.plot(df,type='candle',volume=True,savefig='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use IPython.display.Image to display the image file here in the notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-rw-rw- 1 dino dino 14697 Mar  3 21:17 \u001b[0m\u001b[01;35mtestsave.png\u001b[0m\r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l testsave.png\n",
    "Image(filename='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use io to save the plot as a byte buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output, \n",
    "## which is not needed here, since the plot is saved to the io-buffer anyway:\n",
    "buf = io.BytesIO()\n",
    "mpf.plot(df,type='candle',volume=True,savefig=buf)\n",
    "buf.seek(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can use Ipython.display.Image to display the image in the ioBytes buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGeCAYAAAB8Rr70AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXQUdbrG8ae7QxKSQBKWBAgBA2EVQRTEiMoVxDQQRFwDsgozAwrjcNk0DjK4DYMCDkJGHfWSYdFRAZFdFO84owKCCIMamASCS9gJkn3run9w6EsgQEK600t9P+dwpKuqK2+99Ok81u9XVRbDMAwBAACYiNXTBQAAANQ2AhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADCdAE8X4I/q1q2rkpIS1atXz9OlAAB8WG5urgIDA1VYWOjpUvwOAcgNSkpK5HA45HAYni5FkmSxWGQY3lGLP6K/7kV/3Yfeupcr+utwOFRSUuKiinA+ApAb1KtXTw6HoV3fHfJ0KZKkmKgw/Xwsz9Nl+C366170133orXu5or9dO7aU1WpxUUU4H3OAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAAB+IT42UvGxkZ4uAz6CGyECAHxWZYHnwmUZP+bUVjnwIQQgAIBPKy0rv+S6OgG2WqwEvoQhMAAAYDoEIAAAYDoEIAAAYDoEIAAAYDoEIAAAzsPl9OZAAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKbDozAAAKZ2qSu+eKaYfyMAAQBMLyqqyWXXHzt2pJYqQW1hCAwAAJgOZ4AAAD6NJ77jahCAAAA+6/x5Oefm7DBXB1XBEBgAADAdAhAAADAdhsAAAH6BoS9UB2eAAAAexxPYUdtME4A2bdqkQYMGyW63a8iQIdq/f78k6eTJkxo9erT69u1b6fscDoceeOABPfHEE85l6enpSk5OVmJiopKTk5Wenl4rxwAAAFzDFAEoOztbM2fOVGpqqjZu3Ci73a6UlBSdPn1aDz/8sNq2bXvJ97799ts6efJkhWWTJk3S2LFjtWnTJo0aNUpTp0519yEAAAAXMkUACggI0Ny5cxUTEyNJSkhI0MGDB2WxWJSamqrevXtX+r5jx45pyZIlGjlypHPZvn37lJubqzvvvFOSZLfbdfLkSWVmZrr/QAAAbnHs2JHL/oH/McUk6KioKEVFRUmSysrKtGrVKvXp00fh4eEKDw/X8ePHK33fCy+8oAkTJqikpMS5LCsrS82bN6+wXWxsrA4cOKDWrVu77yAAwI940/O3LvwZ3E/IHEwRgM5JS0tTamqqWrRooUWLFl12288++0xnzpxRUlKSVq5c6VxeWFiooKCgCtsGBQWpoKCgwjKLxaKYqDDXFV8DgQE2r6nFH9Ff96K/7uPp3jocjsuut1qtHq2vpj/bFf21Wi01ej8uzVQBaOTIkRoxYoTWrVun5ORkrV+/XsHBwRdtV1RUpDlz5lQakkJCQlRcXHzR9qGhoRWWGYahn4/lufYArlJMVJjX1OKP6K970V/38XRvyx3GFbfxRH3nzvzU9Ge7or8Oh0EIchNTBKDMzEwdPXpUt9xyiywWi5KSkvTss8/q4MGD6tChw0Xb7927V0eOHNHQoUMlnQ04paWlOnXqlKZNm6asrCw5HA5ZrVaVlZUpKyuL4S8AAHyIKQLQueCyYsUKRUdHa+fOnSotLVVsbGyl23fr1k07duxwvl65cqW2b9+u2bNnS5IaN26stWvX6u6779YHH3yg5s2bKy4urlaOBQAA1JwpAlD37t01btw4jR49Wg6HQ4GBgZo/f762b9+uOXPmqKioSCdOnJDdbld0dLTS0tIuu7+XXnpJM2bM0MKFC9WwYUO9+OKLtXQkAADAFSyGYVx5EBbVEhERIYfD0K7vDnm6FEmeH+f3d/TXveiv+3iyt/GxkSotK7/sNnUCbD59JZYr+tu1Y0tZrRadPn3aRVXhHFPcBwgAAOB8BCAAAGA6BCAAAGA6ppgEDQDwPnUCbJ4uASZGAAIA1DoePwFPYwgMAHDV4mMjL/lcL8CbcQYIAFAtlQUeTzzEFKgJAhAAoNoudw8f5vbAFzAEBgAATIcABAAATIchMACAxzFnCLWNM0AAAMB0CEAAAMB0CEAAAMB0CEAAAMB0CEAAAMB0CEAAUAU88gHwL1wGDwCXwCMfAP9FAAKAy4iKanLJdceOHanFSgC4EkNgAADAdAhAAADAdAhAAADAdAhAAADAdAhAAPwal68DqAwBCAAAmA4BCAAAmI4pAtCmTZs0aNAg2e12DRkyRPv375cknTx5UqNHj1bfvn0rbJ+Xl6cpU6bIbrcrMTFRf/7zn53rsrOzNXr0aCUmJmrw4MHaunVrrR4LAACoOb+/EWJ2drZmzpypFStWKCYmRmlpaUpJSdEbb7yhhx9+WL169dJPP/1U4T3z5s1TnTp1tH79ehUUFOiee+5Rt27d1LNnT82YMUO9evXSqFGjtGfPHo0fP16ffPKJgoODPXSEAC7EHZwBXInfnwEKCAjQ3LlzFRMTI0lKSEjQwYMHZbFYlJqaqt69e1/0nr59++q3v/2trFarwsLC1L59e/3nP/9Rbm6utm3bpgcffFCS1LlzZzVt2lTbtm2r1WMCcGWlZeWX/AMAfh+AoqKi1LNnT0lSWVmZVq1apT59+ig8PFytWrWq9D0JCQlq2rSppLPDYbt27VKXLl106NAhRUZGKiQkxLltixYtdPDgQfcfCAAAcBm/HwI7Jy0tTampqWrRooUWLVpUpfeUlJRo8uTJ6t27t7p27aodO3YoKCiowjZBQUEqKCi46L0Wi0UxUWEuqb2mAgNsXlOLP6K/rlU3qM4VtyksLr3iNjar5bLrq/pvdqXnffnyv31NPruu6q8/c8V3g/UKfcbVM00AGjlypEaMGKF169YpOTlZ69evv+y8nfz8fE2cOFHR0dGaNWuWJKlu3boqLi6usF1RUVGFM0LnGIahn4/lufYgrlJMVJjX1OKP6K/rnT9MZbNaVO4wnK/rBNiq1O/z31OZquzj/HlC5+YQXTh3yJf/7Wvy2XVFf/2dK74bHA6DEOQmfj8ElpmZqS+++ELS2bMySUlJys/Pv+ywVVlZmSZMmKD4+Hj98Y9/lNV6tk0tW7ZUTk6Ozpw549w2IyND8fHx7j0IAH6BmzIC3sPvA9CpU6c0bdo0HT16VJK0c+dOlZaWKjY29pLvWbJkiUJDQ5WSklJheVhYmHr27Klly5ZJkr788kvl5OTopptuct8BAAAAl/P7IbDu3btr3LhxGj16tBwOhwIDAzV//nxt375dc+bMUVFRkU6cOCG73a7o6GilpaXpnXfeUWFhoex2u3M/drtdv/vd7zRr1ixNnz5dK1euVFhYmBYsWKDAwEAPHiGAytQJsHm6BABezO8DkCQNGzZMw4YNu2h5ZZfAS2dvnHgpTZo0UVpamstqA+B6VZm7g5ohYMLXmSIAAQBchzAJf+D3c4AAAAAuRAACAACmQwACAACmwxwgAHCjqjyYVWJeDVDbCEAA4GZRUU0uu/5Kj9sA4HoEIACoAs7QAP6FOUAAYELxsZFVevAs4K8IQAAAwHQYAgPg1xi6AlAZAhAAmARXpAH/z2cCkMPh0KeffqrMzEzdddddatCggc6cOaPmzZt7ujQA8BnnX5FmtVnkKDcqrOeKNJiFTwSgw4cPa9iwYcrOzpYkdezYUSdOnNBvfvMb/c///I86d+7s4QoBoPbU5AGvBBzgLJ+YBJ2SkqKioiI9+uijMoyz/7cSGRmpkJAQvfjiix6uDgB8Q8aPOc4/lS27cB3gz3wiAO3atUtjxozRkCFDnMtat26tESNG6Pvvv/dgZQAAwBf5xBBYZGSksrOzZbFYJMn537179yo0NNSTpQHAFbli2KkqE5g5ewNUnU8EoISEBC1btkzbt2+XxWLRyy+/rKefflrZ2dm6//77PV0eABerE2DzdAkuc34oqcncHenyj9Rgbg9QPT4RgKZPn64ffvhBO3bskCT9+9//liR169ZN06ZN82RpAFzMlYEBAC7FJwJQeHi4li5dqvT0dB04cEDBwcGKi4tTXFycp0sDAAA+yCcmQUvSzp07lZ6erv79+6t3797asGGDtm3b5umyAACAD/KJALRlyxaNHDmyQuD517/+pdGjR2vLli0erAwAAPginwhACxcuVJMmTfTAAw84lz3++ONq3ry5Fi1a5MHKAACAL/KJAHTgwAENHz5cN9xwg3NZjx49NHToUB04cMCDlQFwp4wfc1RYXOrpMgD4IZ8IQBEREfrss89UWFjoXJabm6tPPvlEYWFhHqwMAAD4Ip+4Ciw5OVkvv/yybr75ZjVr1kwOh0PZ2dkqKyvTb37zG0+XBwC1gnv9AK7jEwHo17/+tXJzc7V06VIdPHhQkhQQEKChQ4dq4sSJHq4OANyP+yMBruUTAchqtWrq1Kl6/PHHdejQIZWXlys2NrbKj8HYtGmTUlNTVVxcrMjISM2aNUtt27bVyZMnNWXKFP3000/avHmzc/uSkhLNmjVLO3bskM1mU3JyskaMGCFJys7O1lNPPaXs7GyFhIRo+vTpuvnmm91y3EB18EsRAKrOawPQV199pbi4ODVq1EhfffXVReu/++4759+7d+9+yf1kZ2dr5syZWrFihWJiYpSWlqaUlBS98cYbevjhh9WrVy/99NNPFd6zePFi/fLLL9qwYYN++eUX3Xffferatauuu+46zZgxQ7169dKoUaO0Z88ejR8/Xp988omCg4Ndd/AAAMCtvDYAjRgxQs8995zuu+8+DR8+3PkA1AtZLJYKYehCAQEBmjt3rmJiYiSdfa7YggULZLFYlJqaquPHj190L6GNGzfqd7/7naxWqyIjI2W327Vx40Zdc8012rZtm1555RVJUufOndW0aVNt27ZNvXr1ctGRAwAAd/PaANStWzc1atRI0uXP8FxJVFSUoqKiJEllZWVatWqV+vTpo/DwcIWHh+v48eMXvefgwYNq0aKF83WLFi30j3/8Q4cOHVJkZKRCQkIqrDt48CABCAAAH+K1AWjJkiWV/v1qpaWlKTU1VS1atLjizROLiooUFBTkfB0cHKzCwsKLlktSUFCQCgoKalwfAACoPV4bgM7XtWtXTZkyRQ8//PBV72PkyJEaMWKE1q1bp+TkZK1fv/6S83bq1q2r4uJi5+vCwkKFhIRctFw6G5bOPyN0jsViUUyUd9yjKDDA5jW1+CNv66831eIK3tZfV3DV8bhiP/7WW2/iis+u1Vr59A/UnE8EoNtuu03btm3T0KFDLzkX6FIyMzN19OhR3XLLLbJYLEpKStKzzz6rgwcPqkOHDpW+p1WrVjpw4ICuueYaSVJGRobi4+PVsmVL5eTk6MyZM6pfv75z3X333XfRPgzD0M/H8qp3oG4SExXmNbX4I2/rrzfV4gre1l9XcNXx1GQ/GT/m+GVvvYkr+utwGIQgN/GJANSwYUNt3LhRt99+u9q2bau6des611ksFuek5MqcOnVK06ZN04oVKxQdHa2dO3eqtLRUsbGxl3xPv379tHz5cvXq1UsnT57Upk2b9MYbbygsLEw9e/bUsmXLNH78eH355ZfKycnRTTfd5NLjBQAA7uUTAejtt992/v3CSctXOiPUvXt3jRs3TqNHj5bD4VBgYKDmz5+v7du3a86cOSoqKtKJEydkt9sVHR2ttLQ0jRgxQgcOHJDdbpfNZtOECRPUvn17SdKsWbM0ffp0rVy5UmFhYVqwYIECAwNdf9CAh7jifkLckwiAt/OJAPTCCy9Ue+jrfMOGDdOwYcMuWt67d+9Kt69Tp46ef/75Stc1adJEaWlpV10LvAe/pAHAvHwiACUlJamsrKzSycYAAADV5dUBKD8/X7///e+1efNmORwO3XTTTXrhhRfUrFkzT5cG4ALnzqhdbhln2wB4C6unC7ic1NRUbdiwQeXl5bJardq6daumTJni6bIAXEJpWfkl/wCAN/HqALRmzRp16dJFW7du1TfffKMRI0Zo165dyszM9HRpAADAh3l1ADpx4oQGDhyo8PBwBQQEaPjw4TIMQ8eOHfN0aQAAwId59Rwgh8NR4W7N5+7/U17O6XQA5sVcKqDmvDoASVJxcbHy8s7eSfPcf4uKipx/l6SwMG7lDtQEE5gBmI3XB6DnnntOzz33nPO1xWLRxIkTK7z+7rvvPFEaTKqysHAhXwwLl5uoXCfAVouVAID7eX0AMgyjRusBdzg/LNisFpU7/v9zSFgAAO/n1QEoPT3d0yUAAAA/5NUBCMDlMXfHt/BvAXgPAhDg45i7AwDVRwAC4DIELgC+ggAEwCXOH945NwzHkA8Ab0UAAnwcZ10AoPoIQIAP46wLAFwdr34WGGAW8bGRVbrBIgDANQhAAADAdBgCg2lc6gyLJ+6b4021AIAZEYBgKlFRTS67/tixI7VUyeXv3yMxuRkA3IkhMAAAYDoEIAAAYDoMgaFK/OUS69oc4qptvv5vAwC1iQAE07gwIPhLqHMV5hwBMBMCEGoNgcN7cUNFAGZDAALgcoQnAN6OSdAAAMB0TBOANm3apEGDBslut2vIkCHav3+/JGnx4sXq16+fEhMT9dRTT6mkpESSdPz4cY0fP16JiYnq37+/Xn/9dee+0tPTlZycrMTERCUnJys9Pd0jxwQAAK6OKQJQdna2Zs6cqdTUVG3cuFF2u10pKSn65ptv9Le//U1///vftWHDBp08eVJLly6VJM2ePVtxcXHatGmT3n33Xa1YsUJffPGFJGnSpEkaO3asNm3apFGjRmnq1KmePDwAAFBNpghAAQEBmjt3rmJiYiRJCQkJOnjwoDZu3Kj+/furfv36slqtGjJkiDZs2CBJ2r9/vxISEiRJYWFh6tSpk/bv3699+/YpNzdXd955pyTJbrfr5MmTyszM9MzBwSPqBNicf6xWa4XXAADvZ4pJ0FFRUYqKipIklZWVadWqVerTp4+ysrLUu3dv53axsbE6cOCApLMhaePGjUpISNDJkye1e/du/epXv1JWVpaaN29eYf/n3te6devaOygfUdkzrypb5kuTZl11xRRhCQA8xxQB6Jy0tDSlpqaqRYsWWrRokaZOnarAwEDn+uDgYBUWFkqSJk6cqKFDh+rmm29WQUGBHnnkEbVv317p6ekKCgqqsN+goCAVFBRUWGaxWBQTFeb+g6qCwACby2q5mv00adr0suuPHD7skV4VFpe6bF/Vrf/Cn103qI7La6opf/z8oiJ6616u6K/VanFRNbiQqQLQyJEjNWLECK1bt07Jyclq2bKlc9KzJBUWFiokJESS9OSTTyoxMVGPPfaYfvnlF40dO1br169XSEiIiouLK+y3qKhIoaGhFZYZhqGfj+W5/6CqICYqzGW1XM1+HOWGW/brTTzZX3fxllpc+flFRfTWvVzRX4fDIAS5iSnmAGVmZjonMFssFiUlJSk/P18Wi8U55CVJGRkZio+PlyR9/vnnSkpKksViUUREhHr27KmvvvpKrVq1UlZWlhwOh6SzQ2pZWVl+OfwVHxvp/FPZssqGsuD7Mn7M8akhSQC4GqYIQKdOndK0adN09OhRSdLOnTtVWlqq8ePHO6/+Kisr0/LlyzVgwABJUlxcnD799FNJZ8/wbNu2TW3atFF8fLwaN26stWvXSpI++OADNW/eXHFxcZ45OBMifAEAasoUQ2Ddu3fXuHHjNHr0aDkcDgUGBmr+/Pnq3r27xowZo6FDh8owDN1yyy0aMmSIpLOXwT/77LN65513ZBiGbrvtNj344IOSpJdeekkzZszQwoUL1bBhQ7344ouePDy34fEIAAB/ZTEM48oTNFAtERERcjgM7frukKdLkeSaceirDUDxsZGKimpy2W2OHTtSrf16UxhzVS3edEzehnkq7kNv3csV/e3asaWsVotOnz7toqpwjinOAMH3VeVyesIDAKCqCEDwGaVl5Zdcxz11AADVQQACvABnrwCgdhGAUCXe8AuaszwAAFchAMHtjh07UuN9cEUaAMCVCEBwK4ILAMAbmeJGiIC7ZPyY41XP7wIAVA0BCAAAmA5DYKg1DH0BALwFZ4AAAIDpEIAAAIDpEIAAAIDpEIAAAIDpEIAAAIDpEIAAAIDpEIAAAIDpEIAAAIDpEIAAAIDpcCdoP3TuoaNXwp2ZAQBmRQDyU6Vl5c6/26wWlTuMCuvrBNhquyQAALwGAQg+hzNXAICaYg4QAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHVMEoE2bNmnQoEGy2+0aMmSI9u/fL0lavHix+vXrp8TERD311FMqKSlxvmf58uXq3bu3brvtNj399NMqLS2VJGVnZ2v06NFKTEzU4MGDtXXrVo8cEwAAuHp+H4Cys7M1c+ZMpaamauPGjbLb7UpJSdE333yjv/3tb/r73/+uDRs26OTJk1q6dKkkaceOHVq8eLHef/99bdmyRfn5+fr6668lSTNmzFCvXr20adMmzZo1S5MnT1ZRUZEnDxEAAFST3weggIAAzZ07VzExMZKkhIQEHTx4UBs3blT//v1Vv359Wa1WDRkyRBs2bJAkrVy5Ug899JAaNGigOnXqaO7cuerRo4dyc3O1bds2Pfjgg5Kkzp07q2nTptq2bZvHjg8AAFSf3wegqKgo9ezZU5JUVlamVatWqU+fPsrKylKLFi2c28XGxurAgQOSpPT0dBUUFGjo0KFKTEzUvHnzVF5erkOHDikyMlIhISHO97Vo0UIHDx6s3YMCAAA1Ypo7QaelpSk1NVUtWrTQokWLNHXqVAUGBjrXBwcHq7CwUJKUm5urnTt36vXXX1dJSYlGjhyp2NhYxcXFKSgoqMJ+g4KCVFBQcNHPs1gsiokKc+9BXYbNarnsa0kerc+fBAbY6KUb0V/3obfu5Yr+Wiv57oZrmCYAjRw5UiNGjNC6deuUnJysli1bVpj0XFhY6DyzU69ePQ0YMEBhYWc/uPfee6/+9a9/qWPHjiouLq6w36KiogpnhM4xDEM/H8tz4xFd3vnP/qrsWWCSPFqfP4mJCqOXbkR/3Yfeupcr+utwGIQgN/H7IbDMzEx98cUXks6elUlKSlJ+fr4sFotzyEuSMjIyFB8fL0lq3ry58vL+/0NrtVpls9nUsmVL5eTk6MyZM5W+DwAA+Aa/D0CnTp3StGnTdPToUUnSzp07VVpaqvHjxzuv/iorK9Py5cs1YMAASdKgQYP07rvvKjc3V0VFRfrwww+VkJCgsLAw9ezZU8uWLZMkffnll8rJydFNN93kseMDAADV5/dDYN27d9e4ceM0evRoORwOBQYGav78+erevbvGjBmjoUOHyjAM3XLLLRoyZIgkqU+fPsrMzFRSUpKCg4PVu3dv3XvvvZKkWbNmafr06Vq5cqXCwsK0YMGCCnOJAACA97MYhnHx5BDUSEREhBwOQ7u+O+SRnx8fG6nSsnLn68rmANUJsCnjx5zaLs0vMY/Cveiv+9Bb93JFf7t2bCmr1aLTp0+7qCqc4/dDYAAAABciAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANPx+4ehmlWdAJunSwAAwGsRgPzQhQ855YGHAABUxBAYAAAwHQIQAAAwHQIQAAAwHQIQAAAwHb+aBF1WVqYzZ87IZrMpPDzc0+UAAAAv5RcBaOXKlVq2bJn27dun8vJySVJwcLBuuOEG/frXv1aPHj08XCEAAPAmPj8EtnjxYqWkpOjbb79VWVmZDMNQSEiISkpK9Pnnn+uRRx7Rxx9/7OkyAQCAF7EYhmF4uoia6NOnj8LCwjR79mw1bdpUr732mr766istX75cO3fu1FNPPaWwsDB9+OGHtVaTxWKRJIWEhNbaz7wci0Xy7X9l70Z/3Yv+ug+9dS9X9LegIF+S5OO/qr2Szw+BnThxQsOHD1eHDh0kSUOGDNHixYu1f/9+JSQkaPjw4Zo/f75HarNYLR75uRey8C3nVvTXveiv+9Bb96K/3s3nA1BsbKzee+89tWnTRmFhYVq8eLEkyWq1KiMjQ2vWrFGDBg1qtabw8HA5HIZ2fXeoVn/upXAnaPeiv+5Ff92H3rqXK/rbtWNLWb3kf6b9jc/PAbr//vuVmZmpsWPHKjk5WRs2bFCrVq3Url07ffrpp/ruu+90//33V3l/paWl+tOf/qR27drpyJEjlW6Tnp6u5ORkJSYmKjk5Wenp6a46HAAAUAt8/gzQqFGjZLPZtG7dOuXn5+u6667Tb3/7W9lsNt1000164YUXdO+991Z5f48++qg6dep02W0mTZqkyZMn684779TGjRs1depUrVmzpqaHAgAAaonPByBJGj58uIYPH+58ferUKRUVFalLly7q0qVLtfb12GOP6frrr1dqamql6/ft26fc3FzdeeedkiS73a5nnnlGmZmZat269dUfBAAAqDU+PwR2voULF+qWW25Rz549tWPHDu3du1ePPvqo8vPzq7yP66+//rLrs7Ky1Lx58wrLYmNjdeDAgauqGQAA1D6/CUALFizQwoULFRYW5lyWm5urLVu26MUXX3TZzyksLFRQUFCFZUFBQSooKHDZzwAAAO7lF0NgkvTOO+/ooYce0sSJE3XrrbdKkhISEvTggw/q008/1R/+8AeX/JyQkBAVFxdXWFZUVKTQ0Ir3/LFYLIqJCpM3CEypGmEAABi7SURBVAyweU0t/oj+uhf9dR96616u6C9XgLmP3wSgkpISxcXFXbS8SZMmystz3WWerVq1UlZWlhwOh6xWq8rKypSVlXXR/B/DMLzm8lIudXUv+ute9Nd9PNnbPgs/v+I2n0zoWQuVuI8r+utwGIQgN/GbANSuXTu99dZbKi0tlSTt3LlTe/bs0RtvvKH27du77OfEx8ercePGWrt2re6++2598MEHat68eaXhCwAAeCe/mQM0ceJEnT59WvPmzZMkvfrqq1qwYIFKSko0derUKu3jxIkTstvtstvtks5eXWa323X06FElJSU5t3vppZe0dOlS3XXXXVqxYoVL5xgBAAD385szQDfffLNWrFiht99+W1lZWQoKClJcXJwGDx6sNm3aVGkfjRo10saNGytdt3btWuff27Vrp3fffdcldQMAgNrnNwFIktq0aaOnn366wrJ9+/ZpzZo1GjhwoIeqAgAA3sZvhsAuZcOGDZo2bZqnywAAAF7E588AHT169LLrq3MTRAAAYA4+H4B69eoli4VLBAEAQNX5fACy2WwKCAhQREREpevz8vK4SzMAAKjA5wPQqFGj9M477+jdd99VdHT0Revnz5+v119/3QOVAQAAb+Xzk6B/+9vfqmHDhnruuecqXc/wGAAAuJDPnwEKCgrSX//6V2VkZKi0tFR16tSpsL5v376KiYnxUHUAAMAb+XwAkqSWLVuqZcuWla679tprde2119ZyRQAAwJv5/BAYAABAdRGAAACA6RCAAACA6fhNAMrMzLzkuv/93/+tvUIAAIDX85sAdO+99yotLa3Csry8PD355JMaP368h6oCAADeyG8CUGhoqGbPnq1Ro0bp8OHD+uKLLzRw4ECtWrVKHTp08HR5AADAi/jFZfCStGnTJr300kt677331L9/fxUVFSk0NFQpKSkaNmyYp8sDYFJ9Fn5+xW0+mdCzFioBcD6/OQNUr149Pf7447r++utVWFgo6eyw2MMPPyyr1W8OEwAAuIDfJIP33ntP/fr1065duzRgwAB16NBBS5Ys0T333KMdO3Z4ujwAAOBF/GYIbMaMGWrQoIEWLFigvn37qry8XH/5y1/06quvasSIEfruu+88XSIAAPASfnMGqE+fPlq7dq369u0rSbLZbJowYYLef/99tW3b1sPVAQAAb+I3Z4AWLVpU6fL27dvr/fffr+VqAACAN/ObM0CXExDgNzkPAAC4gCkCEAAAwPkIQAAAwHT8LgCdOXNG//73v3X69GmVlZXJMAxPlwQAALyM3wSgkpISPfnkk+rZs6cefPBB7d27V99++63uu+8+HT9+3NPlAQAAL+I3AeiFF17Q6tWr1bVrV+eysrIypaena/bs2R6sDAAAeBu/CUDr16/XmDFjNG/ePOew14033qgxY8Zo69atHq4OAAB4E78JQBaLRfXq1at0XVlZWS1XAwAAvJnf3CCnU6dO+utf/6qjR49Kkj766CNt2LBBq1evVo8ePTxcnXnxJGwAgDfymwA0depUjRw5UsuWLZN09uGohmGofv36SklJ8XB1AKrqSqGZwAzAFfwmALVv317r16/XBx98oKysLAUFBSkuLk52u10NGzb0dHnwApyNAgCc4zcBSJIaNmyoMWPG1GgfX375pebMmaOCggI1a9ZMf/zjH9WkSZMK2/Tt21eGYTgfsREdHa20tLQa/VxcHmcFAACu5DcBKDMzU3/84x+1d+9e5eXlXbR+7969V9xHQUGB/vu//1tvvPGGrr32Wr355pv6wx/+oFdffbXCdmfOnNGaNWsUFRXlsvoBAEDt8ZsANGXKFH3//fc12sfWrVsVGxura6+9VpKUnJys+fPnKy8vT2FhYc7t8vLyVL9+/Rr9LF/AWRf4Kj67AK7EbwLQwYMHdfvtt+vpp59WdHS0rNbqX+GflZWl2NhY5+vQ0FBFRETohx9+UMeOHSWdPUtUXl6uJ598Uvv27VNkZKQmT56sG264wWXHUlPMdQFcgyBVOfoCf+A3AejOO+9UZGSkmjdvftX7KCwsVFBQUIVlQUFBKigocL52OBy6//779dBDD+m6667Txo0bNX78eH300UcKDw93bmexWBQTFSZv5YraXHV8vl5LYIDNq/+t/Y2vf17cuZ/qctdn19f74iqu6K/VanFRNbiQ3wSgmTNnavjw4XrwwQfVunVr5wRl6WwYeeaZZ664j5CQEBUXF1dYVlRUpNDQUOfrsLAwPffcc87XdrtdixYt0jfffKNevXo5lxuGoZ+PXTwXyVu4ojZXHZ+v1xITFebV/9b+xtc/L+7cT3W567Pr631xFVf01+EwCEFu4jcBKCUlRenp6ZKkPXv2VFhX1QDUqlUrrVmzxvn61KlT+uWXX9SyZUvnsoKCAh05ckStWrWq8N7zAxcAuBrDToBr+c1v7X/+859q1KiRHnroIUVHR8tiqX5i7tGjh44cOaIdO3aoW7duWrJkie644w6FhIQ4tzl58qSSk5P1zjvvqFWrVvr888914sQJdenSxZWHAy/GLyIA8H1+E4CuueYaJSUlaezYsVe9j+DgYM2fP1/PPPOMCgsL1aJFC82ePVtHjx7VmDFjtHbtWsXGxmrmzJmaMGGCysvLFR4erkWLFlW4SgzwNYQ6AGbjNwFo5syZ+tOf/qTGjRurXbt2Fw1JxcfHV2k/PXr00IcffnjR8rVr1zr/PmDAAA0YMKBmBQMAAI/xmwA0dOhQSdLu3bsvWmexWPTdd9/VdkmA23HmBgCujt8EoMaNG1/VvB8AMAt/vEcY/xOAq+U3Aeizzz7zdAmAqfGLCIAv8ZsAlJGRcdn1VZ0DBAAA/J/fBKCkpKRLDoExBwgAAJzPbwJQVFRUhQBUWlqqnJwcRUREVLiRIeAN/HEuBgD4Er8JQJXNATp8+LCmT5+uYcOGeaAiAADgrar/yHQf0rRpUw0cOFAvvviip0sBAABexG/OAH399dcVXhuGoSNHjujNN99UTk6Oh6oCAADeyG8C0NChQyudBG0Yhux2uwcqAgAA3spvAlDXrl0vCkChoaHq2rWrRo0a5ZmiAACAV/KbAPT22297ugQAAOAjfDoArVmzpsrbDhw40I2VAAB8FbelMCefDkBTp06t8vO/CEAAAOAcnw5Al7v7MwAAwKX4dAB66aWXPF0CAADwQT4dgC6UmZmpv//978rMzJTNZlP79u01YsQINWrUyNOlAQAAL+I3AWjnzp165JFHVFJSIsMwJJ19PMbbb7+t999/n+eBAQAAJ78JQC+//LIMw9BvfvMbderUSYZhaPfu3UpLS9Pzzz+v119/3dMlAgAAL+E3AWjv3r165JFH9Lvf/c65rG/fvjIMg3sEAQCACvzmYaiGYahOnToXLQ8NDZXD4fBARQAAwFv5zRmg6667Tm+99ZbCw8PVuXNn5xDYm2++qU6dOnm6PAAA4EX8JgClpKTogQce0PPPP19huc1m0xNPPOGhqgAAgDfymwDUoUMHrV69Wq+99pr27dsnSWrfvr1+9atfKT4+3sPVAQAAb+LzAeiTTz5Rr169FBAQoNatW2vOnDmeLgkAAHg5nw9Ajz32mCIjI9W/f3/dfffd6tKli6dLAgAAXs7nrwLr2LGjcnJytGzZMiUnJysxMVF/+ctf9NNPP3m6NAAA4KUsxrnbJvuww4cPa/Pmzdq8ebO+/vprlZeXy2Kx6IYbbtA999wju92uevXq1Vo9NptNDodD9erVr7Wfeb68krIrbhMWeOWTf1fajyv2QS2er8VV+6GWq9uHq/ZDLZ6v5UJWq0UOR81+xebmnpHValV5eXmN9oOL+UUAOt/p06f1ySefaMuWLfryyy9VWFiowMBA7d69u9ZqqFu3rkpKSmo1dAEA/E9ubq4CAwNVWFjo6VL8js/PAbpQRESEkpKSFBERofr162vt2rUqKSmp1Rr4oAIA4N38JgCdOXNGn376qT7++GP961//UlFRkQzD0HXXXad77rnH0+UBAAAv4vMBaPny5fr444+1fft2lZeXyzAMNWvWTAMHDtQ999yjuLg4T5cIyDAMWSwWT5cBVBufXfgrn58D1L59e0lnn/l11113adCgQbr55ps9XJXv4UsOvigzM1NxcXGyWn3+glYAtcznzwD17NlTgwYN0l133aXg4GBPl+NzfvzxR8XGxspisRCC3GDZsmXKyclRly5d1KFDBzVq1MjTJfmNSZMmqUGDBpoxY4anS/FLixcv1qlTp9StWzdde+21atiwoadLAlzK588A4erNmjVLGRkZmjBhgnr06CGJM0Gu9MQTT+iXX35Rs2bNdOjQIQ0YMECDBw+mxy4wY8YMnTp1SosWLfJ0KX5p+vTpzs/ugQMHNGDAAD3wwAN8duFXfP4MEK7esWPH1LRpU61YsUKGYejmm2/mTJCLfPTRR/rxxx+1bNkySdJbb72lNWvWaPDgwfS2hl544QV9/fXXWrdunaSzj8M5fvy4GjVqpDZt2qhly5YertC3ffHFF/r555+1dOlSSdKbb76ppUuXatCgQQoMDPRwdYDrMHBuUjk5OSouLtatt96qiIgIvffee9q6daskOUMQrl79+vXVpEkTnTp1SpJ0xx13KD8/X88//7wWL16szMxMD1fom3Jzc2UYhm699VadOHFCy5Yt05///Gft2LFDb7/9tmbPnq3vv//e02X6tMDAQIWFhenEiROSpCFDhigwMFCnTp3iewF+xfaHP/zhD54uArWvbt26atmypXr16qXIyEj98MMP2rlzp+rXr++cE5Sbm6ugoCBPl+qTysrKtGTJEh0/flz/+c9/NGPGDN11112KiorS/v379dNPP+nGG2+U1WrljFA1BAUFKSYmRrt27dI//vEPffvtt3rllVc0ePBgXXvttfrxxx917Ngx3XDDDZJEb6vB4XDIYrHIZrPJZrOpU6dOqlOnjhwOh1atWqW+ffuqfv36slgsys/P52wQfB5DYCYyf/58HT16VM2aNVOPHj2c8346deokq9WqlStX6v3331fjxo116NAh7d69WxMnTlSdOnU8XLlvONffpk2bql+/flq0aJHWr1+vPXv2qGfPnpo0aZIkaeXKlfroo4/4BVINX375pRISEiRJrVu31gMPPKBXX31Vbdu2VUhIiMrLyxUfH6/mzZtrx44dXBVWTX/60590+PBhNWrUSHfffbceeOABSWeDfE5OjkpLS53hZ926dcrIyNCjjz7KdwN8Gt8SJvHkk08qMzNTCQkJKi8vV0pKit555x3n+o4dO+ree+9Vy5YtNWnSJD3//PO6++67+YKrovP763A4NG7cOO3evVvjx49Xnz59VL/+/z8XLiAgQIZhKD8/34MV+46FCxdq9OjRev31153LOnbsqClTpuj+++9XaGiobDabpLNDjyEhIbV+93df9uSTT+qnn36S3W6X1WrVG2+8oaNHj0o6+1zDgIAABQYGqn79+lq9erUWLFigpKQkvhvg8zgDZAJHjx7ViRMn9Ne//lWSVFJSog4dOmjq1KlyOBwaOnSopLO/VDZt2qT8/Hy9/vrrio+P92TZPqOy/rZv317Tpk1TSUmJbrzxRs2YMcN5pmLLli2aP3++QkNDPVy5b3A4HBo5cqTWrl2r0tJSPfbYY5KkFi1aSJIOHTqkzZs3KycnR1u2bNHLL7/M2bUq+vnnn5Wdna20tDRJUkxMjJ599lnn43wsFovCw8MVHR2tZ555Rl999ZVeeeUVtW7d2pNlAy7BGSATiIyMVG5urvOKpMDAQNntds2bN0+pqan6+OOPJUlff/21tm3bpr/85S+En2qorL/9+vXT3LlzNW/ePBUWFuq1115TXl6eioqK9Morr6hdu3Yerto3OBwOHTp0SDfeeKOmTp2q9evXKzU1tcI2p0+f1g8//CCHw6GFCxfS22qoW7euiouLtX37duejg0JDQ3Xo0CFJUnl5ucrKypSfn+8Ml23btvVw1YBrMAnaBGw2m3Jzc5WVlaWGDRsqKipKktSqVStZrVbt3r1bt99+uxwOh5KSkriMuJou11+LxaJ//vOfGj58uG677Tb16tVLDRo08HDFvsNisSghIUEdO3ZU06ZNFRMTo7/97W86ffq0brrpJkln7wJvt9t166230ttqslqtatu2rdq3b++84GHNmjXq2LGj8/uhvLxc119/ve655x7O/MCvcAbIJHr37q3Dhw9r9erVSk9Pl3T2l0u7du30888/q7y8XLGxsYqOjvZwpb7pUv3t0KGDsrOzVVJSwsTcqxQWFibp7Jm12267TZMmTdL69eu1bNkyffTRRxo3bpzy8vK4RPsqBAUFqUuXLgoLC5PD4ZDD4ZDNZnN+D6xYsUJjx45V8+bN1apVKw9XC7gW38h+qKysrMJrh8PhnNx86NAhvffee1q/fr0k6ZdffpFhGCouLvZEqT6puv2VRH+r6MLeSqoQHAMDA3X77bfr2Wef1YsvvqjZs2fr6aefVlhYGJe8V0Fl/T03gdxischqtapOnTpq2LCh1q9fr8WLF2vGjBncDgN+iUdh+CmHw6HNmzcrMTFRDodD0tlfJAcOHNAHH3ygrVu3Kjg4WMeOHdPLL7/sfKgsqob+us/5vb3UXcmXL1+utLQ0LVq0iPlq1XSl/qakpCg9PV2lpaWaO3cuc37gvwz4pd27dxvt2rUz9uzZ41zmcDgMwzCM4uJiIycnx9izZ49x7NgxT5Xo0+iv+1TW2/P9/PPPxoQJE4zvv/++livzD5fq77nP74oVK4yBAwcaGRkZnigPqDVMgvYT5+7iek50dLQMw9D+/fvVrVu3CnccttlsCg4OVnR0NJdiVxH9dZ/q9FY6Owx2xx13qFmzZp4o1+dUtb/ntmnQoIHuvvtuxcbGeqpkoFYwB8hPWK1WGYahzz//3Lmsc+fO2rNnj/Ly8mSxWJxDNag++us+1e1tUFCQc2I0rqw6/TUMQ9HR0VwMAVPgDJCPO///7lavXq05c+Zoz549ateunbp06aK9e/dq/fr16tevH5NErwL9dR96615X01/6DDNhErQPKy8vl81mk2EYOnnypAoLCxUaGqrnn39eZWVlioiI0ODBg7V27Vo99NBDatOmjadL9in0133orXvRX+DKeBSGjzp3vw6Hw6EJEybozJkzqlevnrp37665c+dq//79Wr58uaZOnapTp06pYcOGfMlVA/11H3rrXvQXqBqGwHyYxWLR448/rmuuuUYpKSmKiIjQhx9+qF27dun+++/Xf/3XfykuLk4RERHq16+fGjZs6OmSfQr9dR966170F6gCD1x5hhpYsWKF8+9Hjhwxhg8fbmRnZxuGcfby67179xpjx4413nvvPed25eXltV6nr6K/7kNv3Yv+AtXDVWA+5MiRI9q4caNmzJgh6ezlrJGRkdq8ebMKCgoUGBio1q1bKy4uTkePHnW+j0cwVA39dR966170F6g+Pv0+JCoqSpMnT1ZJSYnzi+7222/X1q1btXXrVuXl5Sk4OFgNGjRQTk6OysvLeT5SNdBf96G37kV/gerjKjAfU1ZWpoyMDL322mtq2LChfv/73ys1NVXp6emyWCxq3769VqxYoddee40nN18F+us+9Na96C9QPUyC9nLz5s3TN998o/r166uwsFCRkZFq1KiR2rZtq88++0xfffWVJk+erOjoaJWUlKikpESTJ0/mC66K6K/70Fv3or9AzXAGyIsdPnxYd9xxhyTp0Ucf1bp163T77bc7r9w4deqUVq9erYiICE2ePFnS2UtgGdevGvrrPvTWvegvUHOcAfJi9erVU2Jioj788EP16dNHTzzxhAIDA7V582Z9++23WrJkiUJDQ/X+++/LMAz16NFDEndzrSr66z701r3oL1Bz3AjRy7Vp00ZvvfWWhg4dKpvNpuTkZN1xxx0yDEP/+Mc/lJOTo8LCQvXv318SX3DVRX/dh966F/0FaoYhMB+xe/duPfzww5oyZYpGjRpVYZ1hGHy51RD9dR966170F7g6DIH5iCZNmqhnz56aMmWKwsPD1blz5wrr+ZKrGfrrPvTWvegvcHUIQD6kSZMmuvXWWzVx4kQ1btxYnTp1ksQXnKvQX/eht+5Ff4HqYwjMB+3du1d169blclY3ob/uQ2/di/4CVUcAAgAApsNNIQAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOkQgAAAgOn8Hx9U1ppHyrfeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(buf.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Specifying image attributes with `savefig`\n",
    "\n",
    "We can control various attributes of the saved figure/plot by passing a `dict`ionary as the value for the `savefig` keyword.\n",
    "\n",
    "The dictionary **must** contain the keyword `fname` for the file name to be saved, **and *may* contain any of the other keywords accepted by [`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**  (for example: dpi, facecolor, edgecolor, orientation, format, metadata, quality)\n",
    "\n",
    "When creating the `dict`, I recommend using the `dict()` constructor so that that `keyword=` syntax may be used and thereby more closely resemble calling:\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "## %%capture blocks jupyter notebook output; plots are saved to files anyway:\n",
    "save = dict(fname='tsave30.jpg',dpi=30,pad_inches=0.25)\n",
    "mpf.plot(df,volume=True,savefig=save)\n",
    "mpf.plot(df,volume=True,savefig=dict(fname='tsave100.jpg',dpi=100,pad_inches=0.25))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-rw-rw- 1 dino dino 12287 Mar  3 21:17 \u001b[0m\u001b[01;35mtsave30.jpg\u001b[0m\n",
      "-rw-rw-rw- 1 dino dino 59840 Mar  3 21:17 \u001b[0m\u001b[01;35mtsave100.jpg\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQEAHgAeAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCACsAPADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD9/KKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDwz9qL9qL4x/CD4x+Cfgn8E/gl4Z8W6n4t8M69rdzc+KfHtxocFjBplxpMBRTBpl80zyNqqHBWMKIW5YsAOX/AOGn/wBv/wD6NB+Dv/h/9V/+ZWj9p/8A5P8A/hB/2R34gf8Ap18HV09d1ChTqU7s56lSUZWRzLftOf8ABQBUVz+yF8HcNnH/ABf/AFX/AOZWk/4af/b/AP8Ao0H4O/8Ah/8AVf8A5la6uT/j3j/H+dR1r9Voke2mcx/w0/8At/8A/RoPwd/8P/qv/wAytH/DT/7f/wD0aD8Hf/D/AOq//MrXT0U/qtH+mHtpnMx/tOf8FAJHCD9kL4O5Pr8f9V/+ZWk/4af/AG//APo0H4O/+H/1X/5la6u1/wCPhfx/lUdL6rRD20zmP+Gn/wBv/wD6NB+Dv/h/9V/+ZWj/AIaf/b//AOjQfg7/AOH/ANV/+ZWunop/VaP9MPbTOY/4af8A2/8A/o0H4O/+H/1X/wCZWl/4ac/4KAeX5v8AwyF8Hcbsf8l/1X/5la6apP8Al0/7af0pfVaIe2mcp/w0/wDt/wD/AEaD8Hf/AA/+q/8AzK0f8NP/ALf/AP0aD8Hf/D/6r/8AMrXT0U/qtH+mHtpnMf8ADT/7f/8A0aD8Hf8Aw/8Aqv8A8ytC/tO/t/swUfsg/B3k4/5L/qv/AMytdPTof9av+8KX1WiHtpnLN+07+3+rFT+yD8HeDj/kv+q//MrR/wANP/t//wDRoPwd/wDD/wCq/wDzK11M3+tb/eNNo+q0Q9tM5j/hp/8Ab/8A+jQfg7/4f/Vf/mVo/wCGn/2//wDo0H4O/wDh/wDVf/mVr59/4Kj/ABU+AN/8OfDv7LHjL42aHpvjDxf8Vfhw2neELbxqum+ILyyfxvpCyXFmkE8d4m1Ybgi4g2tGYHZXUxkr1Xif4k+Jf2X/AIxfBD9lT4d/DLxVf+E/Gfiq+07U/H3i/wAVPraxqNF17VfsS3V9qcuqSXnnafCweaGW2W2ZolkVxGiT9XoX2/EftKlj1lf2nP8AgoAyM4/ZC+DuFxn/AIv/AKr/APMrWp8Ef2tP2g/Fn7Sel/s+fHP9nvwb4ZXW/A+s+IdM1jwn8TbvWznTrzSraSCWG40ex2b/AO1UdXV3/wBSwK/MCNaP/j3k/D+dcP4S/wCUkHw7/wCyI+O//Tx4QqK2HpwpuSKp1Jymkz6oooorhOgKKKKACiiigCn4htr690C+s9MRGuZbOVLdZLuSBS5QhQZYvnjGcfOnzL1HIFfPWmfs5/tgx6ba2d98dkENh4iurkWbeKNQmm1Cwk0wW6QzXgjjaNxOpOUiKAyPOipII40+kaKAPk34s6Trvhz9sH4CaD4v1H+0NUsfgL42t9SvftDyfaLhNQ8GLJJvcBn3MGO5gCc5PNeheZB/z7f+PmuU/af/AOT/AP4Qf9kd+IH/AKdfB1dPXp4X+Cclb4yxJJB9nj/0b1/jPrUfmQf8+3/j5ok/494/x/nUddCRkSeZB/z7f+PmjzIP+fb/AMfNR0U7AWLWSD7Qv+jev8Z9Kj8yD/n2/wDHzRa/8fC/j/Ko6VtQJPMg/wCfb/x80eZB/wA+3/j5qOinYCTzIP8An2/8fNSeZB9k/wCPb/lp/fPpVepP+XT/ALaf0pNAHmQf8+3/AI+aPMg/59v/AB81z+v+L/8AkOeFvAV3oeqeMNL0NNQg8N6hrn2X/X/aEs2uWjjmltreaa2njE4hk/1ExRJDGyVw37L3x2+JXxkufiF4W+L/AML9D8KeIvh345j8O6jaeG/Fs2tWV15mjaXqsc8dxPY2Ug/d6mkbI0Iw0TEMwIour2Cx6z5kH/Pt/wCPmnQyQeav+jfxD+M1DTof9av+8KLASTSQea3+jfxH+M183/8ABVP9qH4X/s5fsQfFIa98fdD8BeMdZ+FXij/hXhvPF8Ol6lfanFpsnlf2dukSWW4SaW32+Tl1eSPGCy52/wDgp/8A8o3f2h/+yIeLf/TPd1tav+xX+zX/AMM1+Of2UPhv8KdD+H3g/wCIOh6npuv2Xw80Kz0n/j/szZz3KJFD5X2jydoEjo/+rQEMFAqZXasuxStuzoPAHgT4iap4Kfw/+1TrXgbxzfprsGoWM3h/wJPpNlB9mkguLRjbXmoagzXEN1CJ0nEq7WWIqitHvbC/aj/Zv1n9ou5+Ht94W+Nmu/D2+8BeOZPEUOt+GtOsLq9l3aNqmltBH/aEFxbRbl1IszyQTfLGyqqM6yx+pUVXKmrCvqQ+E9NuNA8JWWg6tr99rl1ZWMFvc61qggS51CRECtcTLbRRQrI5BdhFHHGGY7URcKOT8LNG3/BSD4dbI9v/ABZHx3nnP/MY8H120f8Ax7yfh/OuH8Jf8pIPh3/2RHx3/wCnjwhWGIX7ll0v4iPqiiiivLOwKKKKACiiigAr5wuP2fP2tp59WtbT4nR2dtfatY3Wl3P/AAsLVbifSUjN48yqrW6pcKXltkEUnyvCpVyZI0mfo/2XvjL8UviT8W/il4W+IHiHw1eaboOvFfCkOhxXC3ENkL7UbMi582JF3iWwkjwrMS0Mjj928LN7ZQB8g/ELQPFPhH9sX4L6J4yvVur+P4TfEp2ZtUnvvLik17wnJDF9onCyzeXE0ce9wCdlenfaP+mEf/fNcp+0/wD8n/8Awg/7I78QP/Tr4Orp69PC/wAE5K3xliS4/wBHj/cR9/4feo/tH/TCP/vmiT/j3j/H+dR10JIyJPtH/TCP/vmj7R/0wj/75qOinZAWLW4/0hf3Eff+H2qP7R/0wj/75otf+Phfx/lUdKyuBJ9o/wCmEf8A3zR9o/6YR/8AfNZviHxP4a8I2Eeq+K/ENjpdrLfWtlFc6jdpBG9zczx21tAGcgGSWeWKKNPvPJIiKCzAG9RZASfaP+mEf/fNeIfGjxJ8VdY/bY+Efwf8JfGTWfCnhy68E+K/FHiLTtD0zS5f7dm0zUvDMFvaXEl7Z3EkduY9Su1f7M0Ep8wESqVUj2uvnS38AftKwf8ABSLwn4/+JHiHQ9e8HQ/Czx3aaBP4b8BXmnf2J9o1jwrJBaX95LqF1Fd3EsNuxQpHa7vsdy4jIysUy6DRw/wi+HHxA+M3/BSnx744/af8HJ4R8ReFPhV8P7jQ9L+GHxs8QTaZdRf2z4tkV75YoNLjvsyRMptrm3niCA4JE8qVufArQ9f0L9rH9pr453Pxq8bWvhzw58VbeTVPh3oHh6wv7HVdnw/8MsZjHHp02qzXADqUhtLhd7QRKsTlnWX6Zt/DHhq08S3fjO18PWMWsX9jb2V/q0doi3NzbW7zyQQSSgb3jje5uWRCSqNcSlQC7ZvUKCQ+Y8g/ZI/apm/ag1j4q3Vr4burDR/BnxHh8P8Ah6PWfCOpaJqMlsfD2jag73dpqSRTxyfadQuVUmKJWhWFlVgfMf2WG4/er+4j+8P4a+UPgtoH7SmqftIftVTfCD4s+BtDsZPirpcWnW3iT4e3mqywakPB3hBpLmSSDVrQS25tQ8S26pG6yssxnZVMDUv2VPil8O/22fhvqP7On7Q/7Vdjr3xW8HfEjxgniXRfhj8Q7zwlq1vbab4l1LTbWR7PSNQS9t7MWzWgWOeWUMHt3kkmk2yslLSz8waPSv22vD/xJ/at/Yl8XfDb9k9PAfiP/ha3gi/0ey8Qa34vms9Ni0zU9NniTU7eezsr37ZjzoXSMBElRiwmXADe4faP+mEf/fNfMH/BIb4N+Efhr/wT9+Dvivw7q/iq5uvFPwc8JXepxeIPHeratbQyf2VC+2ztr66mh0+PMzjyrVIo9ojXbtjjC/TdOKuriemhJ9o/6YR/980faP8AphH/AN81HRV2QixHcf6PJ+4j7fw+9cL4Wk8z/gpB8OvkVcfBHx390Y/5jHg+u2j/AOPeT8P51w/hL/lJB8O/+yI+O/8A08eEK58Qv3LNKX8RH1RRRRXlnYFFFFABRRRQB8Z/8Ew/EOh/GLS/jF4m0S00q0vPEeq289wtzrtzrEzpdW0s9u17BOFTdHHcLbSBHIkls50O1Y0z2+if8E+LnSGjjf4o6ZNb2+oXlzZ2beE3aOGOayhthbZe8ZnhPk4lDMXmj2oz7gZW+kL29s9Ns5tR1G7it7e3iaSeeeQIkaKMszMeAAASSeABXMx/Hf4HzRJPD8ZfCjpJ5/luviK2IbyYxLNg7+fLjZXf+6rBjgHNAHzx8WfC7/D79sH4CeB01H7V/Y3wF8bWH2rydnneTqHgyPftyduducZOM4ya9C+1T/8APT9BXHftG31jrX7eHwZ1XR7yK7tbr4L+PZra5tpBJHLG2qeDirqy5DKQQQRwQa6/yZf+eTf9816eFt7E5K3xk0l1P9nj/eevYetR/ap/+en6CnSQy/Z4/wB03f8Ah964L4TfGKX4o+Pfif4HHhdrH/hW/jm38O/avtfm/wBoeboOk6t5+3Yvk4/tTydmXz5G/cN+xd9DI7v7VP8A89P0FH2qf/np+grkvg38WvD/AMcPCN5408J6bqFva2XivXvD8seoQokhudJ1a70q5cBHYeW09nK0ZyGMbIWVGJUL8X9C+OmteGoLX4B+PvC/hrWFvle5v/F/gy61y2kttjho1gttRsHSQuY2EhlZQqsvlksGR6WuBxnwB/azttd/YD8GftufH3ULHQ7S8+Dmn+OPGtxpdjO9tp8b6THf3jQwr5szRoDIVQGSQqoHzt17X4QfG7wx8b/DU/ivwZpfiqytbe+a0ki8X+A9W8PXJkVEcsttqtrbzPHiRQJVQxlgyhiyMB+eKftGH4bf8G/f/CB/tUeIPhX4AHif9jc6f8JID8U/O1Lxd/xSfllfsd5Y2fl3H72zHkW8l589zs38I0v2n+3f48+L3w0/Z+g134H+LLPQPE1/8R/BWiWGrapog1C2hj1LxTpWnTia2LxmaNoLqVGVJIpMMfLlifbIucZK1/IprUxP+CmXjDQPBX7L9h4z8aeJLHSNH0j4x/Da+1bVtUuo7e2sraLxxocks80rkLHGiKzM7EKqqSSAKX43/t9eA/Amh/B34p/CvxTY+OvAvxE+I914f1DW/AWkXfimSa2i0PXLvfYR6Os8k8i3umRRSFI5VSMXG5V2mSPB/aV/Y++Kvxb8EeB/Gfi3xNqHij4keGviP4Kvb0+EPEOseHfDlxp1j4vsdQuZ20KbV57OWSGxWdi85nmd4FMZDLBGiftOePvGWo/tqfs6/Dm9+AvizT9HsPjHfT2nj67utJOk6lIfAficm3gjivnv1kHmOCZrWKPNvJhyDGZB3u/kCsb/AMXv2ov2jIfjf8MPhz+zJ8KvCviK18d/DjxF4ov7T4j6xqfha5tY7G50CKDkabdzQyY1eQSWs9qkgYLl4miaOX6D+1T/AGT/AFn/AC09B6V89az8BPD+gf8ABTfwh8fPB3wXs7K61v4OeMLLxv400zw4kcl/crqPhIafBfXiRgyyCC3uhAkrFhHBNsG1Gx9B+TL9k/1Tf6z+77VS3dxOw37VP/z0/QUfap/+en6Cm+TL/wA8m/75o8mX/nk3/fNVoI8Q/ZNuZx8e/wBp0h+vxy0/PA/6ETwnW9+xj4A8d/Cj4Uar4X8eaT9gvrr4r+OtZgg8+KXdZaj4t1bULOXdGzAeZa3UEm0ncu/awVlZR6HpPhLw/oF/qmq6F4Zs7K61u+W91q5tLJI5L+5WCG2WedlAMsggt4Ig7ZYRwRpnaigaEMMvmr+6b7w/hqVFIbZyvwL+FGgfs8fBLwd+z/4K1G+udG8DeFdP8PaRc6pJG9zLa2VtHbRPM0aIrSFI1LFVVSxOFA4HVfap/wDnp+gomhl81v3TfeP8NN8mX/nk3/fNUkrCHfap/wDnp+go+1T/APPT9BTfJl/55N/3zR5Mv/PJv++aNAJo7qf7PJ+89Ow9a4XwtLJL/wAFIPh1vbOPgj47xx/1GPB9dxHDL9nk/dN2/h964bwojp/wUg+He5SP+LI+O+o/6jHhCsMRb2LNKX8RH1PRRRXlnYFFFFABRRRQBBqllJqWmXOnQ6hPaPcQPGt3alRLCWUgOm4Mu4ZyMgjIGQeleJ237AHwgtrvStRj8T+IFudEnupdKniTT4vshmcy7YljtFSNElZ5FRFCneUcPEFjHt17dxWFnNfTpKyQRNI6wQNK5AGSFRAWc8cKoJJ4AJrzTTP2zv2a9aisJdL+I5m/tVLh9MRNGvd92sCgyGNfJ3OMnYpAO9wY03OCoAPIvjX4ZsfAv7aHwL8F6PcTva6P8C/HFjbSXDgyNHFqPg2NSxUAFiFGSABnsK7vzpf+erf99VxXx813S/Fv7cHwS8UeHrk3NjqXwR8d3VlOI2XzIZNT8GujbWAYZUg4IBGeRXa+TL/zyb/vmvTwtvYnJW+Mq+LNDtfF3hO88Kare6hFa6pYz2lzLpeq3FjcpHIpRmhubZ0mt5AGJWWJ0kRsMrKwBHy/8J/+CaGm+F/HvxPsfiV8U9e8V/Czxt45t9Yi+E3jO7tfFemazFHoOk2Yl1a412yutSluI72waaJUvjEiW1ngDDx13djrHxY8Wf8ABQ/xD4HX4ya9p3g/wV8KPDGsx+CbDTdMNlqt7ql/4ntZ5bqaaze8GxdNs2jWC4hUNEdwcMyn2/yZf+eTf981taMtWZ3aPkf9iDw5+178C/gn4r+Ffw0/ZR+HWj+GNE+I/jl/h1p2rePtQ0KSe2l8aajJbxyWMWgyx6fZ/YppJbeSGS4WSNLXbGiXBeHuf+CeXxG/ao+LHwz8S/ED9pjxp4Xu5H+I/ivSdF0Pw5o8qyaJHpviXVtPa1l1BpETU41S2hjhmFlZSeXFmVZZHZx7/wCTL/zyb/vmuH/Z6+CcvwH8Bah4I/t9tV+3eOfE/iL7V9h8jZ/bGvX+reRt3vnyftvk78jf5W/am7Yoo2aG3c5b9r74Jap4w/4J/wDxT/Zq+AXgeyiutU+DWu+GfBXhjSxBY2qSS6TPa2dnCGKQ28YLRxqCUjRccqo4Z+2L+yr4d/aa0fwZqyeDfC114t8D/Efwx4g8N+I/EGnI9zpFtZ+IdL1DUUs7jynlt5J7SxeLCbVlYxpIwTLL7Rawy/aF/dN3/h9qj8mX/nk3/fNNxi2K7QedL/z1b/vqsPxb8O/B/jnX/C/ijxVpTXV94M12TWPDU/2qVPsd69hd6e0u1GAkza311HtcMv73djcqMu55Mv8Azyb/AL5o8mX/AJ5N/wB809BB50v/AD1b/vqpPOl+yf61v9Z/e9qj8mX/AJ5N/wB81J5Mv2T/AFTf6z+77UOwEfnS/wDPVv8Avqjzpf8Anq3/AH1R5Mv/ADyb/vmjyZf+eTf9809ADzpf+erf99U6GaXzV/et94fxU3yZf+eTf9806GGXzV/dN94fw0tACaaXzW/et94/xU3zpf8Anq3/AH1TpoZfNb9033j/AA03yZf+eTf980aAHnS/89W/76o86X/nq3/fVHky/wDPJv8AvmjyZf8Ank3/AHzT0Akjml+zyfvW7fxe9cN4Ud3/AOCkHw73MT/xZHx31P8A1GPCFdzHDL9nk/dN2/h964bwojp/wUg+He5SP+LI+O+o/wCox4QrnxFvYs0pfxEfU9FFFeWdgUUUUAFFFFAEGqabaazplzpF+JDBdQPDMIpmjYoylTh0IZTg8MpBHUEGvPG/ZE+AEk0VzP4OvJp4bi4uI7mfxJqEkwlnO6R/MacsW35lUk/JKTKm2Qlj5T/wU++KPxW+C3gbwn8Q/Anx+uPAmmHX/wCzdRmtNMs7l7i7m2SWrMt0hWSMCC4iaJXjZzcowLtGsb+w/Hn49aT8CLfRbzV7SynTWLq7toYZtWW3nklisLm6jjgjZD57yPAsIUFSGmTG4/KQDxf4+aFpfhL9uD4JeF/D1sbax034I+O7SygEjN5cMep+DURdzEk4UAZJJOOTXa+dL/z1b/vqvC/2prDxF+0x+1X8ENV8N/GXxH8O5v8AhWXxI36n4EuNOvDdJBrfhW32rLqFhPHJbyFRKrrEjEBDkAkGx/wyL8V/+kkHxu/8AfCX/wAoa9LDNqlsclb4zkf2Zfj38FP2hP8AgoD8XfGnwD+NHhbxxo9r8Gvh/Y3WreD/ABHbanbQ3K6t4ykaBpbaR1WQJLGxQncFkU4wwz9NedL/AM9W/wC+q8Xk/ZE+K/kRn/h5D8bu/H2Hwl6/9gCo/wDhkX4r/wDSSD43f+APhL/5Q1tFtLYh2PbPOl/56t/31R50v/PVv++q8T/4ZF+K/wD0kg+N3/gD4S/+UNH/AAyL8V/+kkHxu/8AAHwl/wDKGqu+wrI9wtZpftC/vW7/AMXtUfnS/wDPVv8AvqvF7b9kT4rmdQP+CkPxuHXkWPhL0/7AFR/8Mi/Ff/pJB8bv/AHwl/8AKGld32CyPbPOl/56t/31R50v/PVv++q8T/4ZF+K//SSD43f+APhL/wCUNH/DIvxX/wCkkHxu/wDAHwl/8oad32CyPbPOl/56t/31UnnS/ZP9a3+s/ve1eH/8Mi/Ff/pJB8bv/AHwl/8AKGpP+GRPiv8AZc/8PIfjd/rOn2Hwl6f9gCk2+wWR7R50v/PVv++qPOl/56t/31Xif/DIvxX/AOkkHxu/8AfCX/yho/4ZF+K//SSD43f+APhL/wCUNO77BZHtnnS/89W/76p0M0vmr+9b7w/irxH/AIZF+K//AEkg+N3/AIA+Ev8A5Q06L9kX4r+av/GyH43feH/Lj4S/+UNK77BZHtk00vmt+9b7x/ipvnS/89W/76rxWX9kX4r+a3/GyH43feP/AC4+Ev8A5Q1x3xq+Hw/Z48LW/jX4xf8ABUv43aPpl1qCWUFz/Yfhm43Tskkiptg8OuwysbnJGPl65IzpSp1a9RU6cHKT2S1b9EZ1qtHD0nUqyUYrVt6JerZ9N+dL/wA9W/76o86X/nq3/fVeB+E/2bfHXjjwtpnjXwv/AMFL/jddaZrGnw3unXP9meFU86CVBJG+1/D4ZcqwOGAIzyAa0P8AhkX4r/8ASSD43f8AgD4S/wDlDUy5oycXGzRUXGcVKLunqe4RzS/Z5P3rdv4veuG8KO7/APBSD4d7mJ/4sj476n/qMeEK4yP9kT4r+RIf+HkPxu7cfYfCXr/2AKi/Z0+D/i74Wf8ABSXwVJ4n/aW8c/EEXvwP8bCGPxjb6QgsSmseEsmL+ztPtCS+4bvMLj5Fxt5zz4hv2L0NqXxo+36KKK8w6wooooAKKKKAPAP+CgbfB7SPh7YeIvjj8cfHng3RbpL7QoV8E6tc232u6u7cyRtKLcbnZFtZBHv/AHa+c+/g7l9/rwr/AIKB/Fr4n/B74QaPrvwjtNNudWv/ABZBYNa6j4Z1HVvOt3trlpVjg0+1uZc7YyWby9vlLKNwZlz6J8VPjToPwmnsbXVvDusalLfwySRRaPbRyuAs9tbgbWkUszTXdvGqoGJMmSAoJAB4r+0//wAn/wDwg/7I78QP/Tr4Orp64D4teM7T4lfto/BXxfpek39kl18HfiGGsdUhEVzbSR6z4RjeOVAx2Oroylc5BBB5r0P7LP8A88/1FenhX+5OSt8YSf8AHvH+P86jrlfhz8dfhV8X/EviXwN8O/FP9o6p4L1A2Pia1+wzw/Y7gySxhN0qKsnzQSjKFh8vXBGeM0L9tf4G/Eb4V+OviZ8E/Ef/AAlA8BeH5tT1Sy+x3Nlu2wTyxx754Vxv+zyDcqttxkjoD6ccDjZNr2ctOW+j05rct+3NdWvvc82WY4CMVJ1Y681tU78l+a3fls722seu0V4X+zZ+23p3x5/Zs8WftJ638ObjQ7DwjcX4vdNtNSW9lmitbOK6dkZkhG4rIVCnAyoy3PFjxR+2v4ZtP2MJ/wBtDwV4G1DUNKXb9m0bVLmOznk/4mIsW3NH5yphtzjG7IAHBPG8spzCFd0XT95TUHqrc7V1G97Xa17eZhDOsrnh1XVRcrg6i0d+SLs5WteyenfyPcLX/j4X8f5VHXD/ALKPxrm/aW+CGgfGxfCn9jDWvtX/ABLft32jyfJuZoP9ZsTdnyt33RjdjnGT3n2Wf/nn+orir0qmHrypVFaUW015rRndh69LFUIVqTvGSTT7pq63I6Kk+yz/APPP9RR9ln/55/qKzujYjqT/AJdP+2n9KPss/wDzz/UV5D4N/apl8Xfti+LP2Qh8P/s58LaDHqp8Qf2rv+070sm8vyPKGzH2v73mN/q+nzcbUcNWxEZypq6guZ7aJNK/3tbHPiMXh8LKnGq7OcuWO+smm7eWie+h61RXBfD/APac+B3xS+Kut/BLwJ43+3eJ/Dn2n+2dM/s25i+z/Z51t5v3kkaxvtldV+VjnORkc1ofDb45/Cz4u+K/FHgn4eeKP7Q1TwZqAsfEtr9ini+x3HmSx7N0qKsnzQSjKFh8vXBGanhMVTvz02rJN3T0Utm/J9H16E08dgqvLyVIvmbirNO7j8SXdrqt11G/BX48/Cj9ofwtceNfg74r/tjTLXUHsp7n7DPb7Z1SORk2zojHCyIcgY+brkHHYw/61f8AeFfHX/BGzUNO0T9kTxRr+tajb2VhY+N76e9vbudYoreJNPsmeR3YgKqqCSxIAAJNfWPgPxz4H+Jmntrvw48baP4gsYbo28t7omqQ3cSSgKxjLxMwDBXU7c5wwPcV2ZxgI4DMa1GldwhK136J6tK19fL0OHJMylmWV0K9VxVSpHmstOrTsm720Xf1NSb/AFrf7xr5A/4LTf8AJrWgf9j/AGv/AKQ31fUfxZ+JPgr4KeCNR+JvxN1r+zND0xo/t199mkm8vzJUiT5IlZzl5EHCnGcnABNfJ3/BXzxHo3jb9i/wb448MXn2nS9Z8X6de6bdeWyedBNp17JG+1wGXKsDhgCM4IBrs4ZpVFneFqWfK52v0vyt2v3trY4eLa1J8P4ulzLmVO9r62copO29rq1+59Gfsof8mtfDX/sQNG/9IYa7+uE/ZPtp2/ZZ+GjBOD8P9GxyP+fGGu/+yz/88/1FeRjWvrtX/HL/ANKke3l//Ivo/wCCH/pEQj/495Pw/nXD+Ev+UkHw7/7Ij47/APTx4QrvI7Wf7PJ+79O49a4XwtFJF/wUg+HW9cZ+CPjvHP8A1GPB9ediGvYs76X8RH1NRRRXlnYFFFFABRRRQB8gf8Flta+HkPwC8M+H/FfjPwrYatJ4t+36FpviifR9t80NlcxOVj1a4hhKqbmJWkG4xmVDt+bI+rPEPgvwd4tkt5fFXhPTNTa0LG0bULCOYwlhhim8HbkAA464r54/4KXa5qEnhbwf4B01vELyanrc10bXwQZbrXJRDD5O+3sI3ia5jiN2Jmm85RbTQ2shjmB2D6aoA+Wf2g9A0Lwx+3V8GtC8NaLaadY2/wAHfiCILOxtlhijB1bwex2ogAGSSeB1Jrsq5r9sjwr8cLP9qP4Y/Gj4X/s7eJfiDpOjeAfF2ia1F4X1bRraeyuL698Oz2zMuqX9mroyaddDMbOVKrkDcDWF/wALM/ad/wCkbnxg/wDCj8E//NFXoYerThSs2c1WEnO6R4J/wTl/5Ol/aa/7H9f/AEu1WvAf+Ccv/JrX7TX/AGIC/wDpDqtfQX7J/wALf22/gR8Z/jD8RfF3/BPP4kXNj8QfE41LRotN8V+DnlhiFzey7Zg+vIFbbcoMKXGQ3PAJ8x/ZP/ZD/wCCgnwJ+DHxg+HXi79gLxxc3vxB8MDTdGl03xh4ReKGUW17FumL62hVd1yhyoc4DccAH9FedZT/ALV++j731a2+vJ7Pm6fZs7+nU/Mo5Jmy+p/uZe59b5ttOf2vJfX7V1b16Fv9gj/lFt8af+5j/wDTJb0f84Lf8/8AQz1ufsyfs8ft3/Bf9jH4hfs6+KP+CffxAuNb8Wf2t/Z11YeLfB72sf2rTorWPzGfXFcYdCW2o2FIIyeKP+GeP27/APh25/wx5/w77+IH/CTf8/3/AAlvg/7B/wAhj7b9/wDtzzP9Vx/q/vcdPmorZ1lMsfUmq0bPFU531+BQs5bbJ/8ADBh8kzaOW0qboy5lg6tNrT43O6jvu1r+p5J8Y/8AlDj8KP8Asf7n/wBHazX0N8Wf2nvH37J3/BPP4RfEX4daRo97e3uj6BpssWtW8skQifSXlLARSxnduhUZyRgnjoR5b4+/ZD/4KCeKv2B/BH7LOn/sBeOE8QeGvE8upX15N4w8IizkiaS/YLG41suWxdR8FAPlbngZ6P8AaV+An7cnxv8A2OPAf7Nng/8AYF8eR6/4MbSF1ia98Y+DxbZttNkt3CFNdZ8s0isu5FyvJxwDVbNchxM6MK1WMofWKspJ3tyS2b02ehFDKuIMJTxFShSlGp9Vowi1a/PG14rV6rW/5nf/ALe/xC8feDv2kP2eNC8I+ONY0qy1vxu0Gs2em6nLBFfxfbNNXy5kRgJV2yONrAjDsO5ryj9vf/lKT8Fv+5c/9PdxXof7WHws/bb+O3xn+D/xF8I/8E8/iRbWXw+8TnUtZi1LxX4OSWaI3NlLthCa84Ztts4wxQZK88kjmP2m/wBnj9u/40ftnfD79orwv/wT7+IFvonhP+yf7Rtb/wAW+D0upPsuoy3UnlqmuMhyjgLudcsCDgc1x5VmuU4dYdyqxi1Rrxl/ik5cqem7Vrb6dUd2c5Vm+JeJUKUpJ18PKP8Ahio87V5aJO99tejPUviV8efiv4f/AOClXw9+AGkeK/J8I654QnvdU0n7DA3nzrHqbB/NZDKvNvDwrgfJ05OeQ+Dn/KY74r/9iBbf+idGqTx98LP22/FX7fPgj9qbT/8Agnn8SE8P+GvDEum31nN4r8HC8klaO/UNGg14oVzdR8lwflbjgZTwN8Mv21vB/wC3t43/AGqtW/4J7/Eb/hHfEvhmHTLG0j8WeDftkcypp6ZkVteEYUm1kxhyfmTjk45oZhlNPCSjCcU5Ybldus/aXs9NZcqXyW511MBm9XGxlOEnGOL5lfVKn7Jq610jzN/NvQ89/YI/5Sk/Gn/uY/8A0929d/8A8E5f+Tpf2mv+x/X/ANLtVrnP2ZP2eP27/gv+2d8Qv2ivFH/BPv4gXGieLP7W/s61sPFvg97qP7VqMV1H5ivrioMIhDbXbDEAZHNdP+yf8LP22/gT8Z/jB8RfF3/BPP4kXNl8QfE41LRotN8V+DnlhiFzey7Zg+vIFbbcoMKXGQ3PAJ680zjK60cTyVovmo0IrfWUXHmW26tr+pxZPk+aUJ4R1KMly18RJ7aRmpcreu0r6fkjzz9gj/lFt8af+5j/APTJb1yH7OfizxV4G/4JH/FDxT4J8Taho+p2vj+H7LqWlXr288O59IRtskZDLlWZTg8hiOhr0v8AZk/Z4/bv+C/7GPxC/Z18Uf8ABPv4gXGt+LP7W/s66sPFvg97WP7Vp0VrH5jPriuMOhLbUbCkEZPFcx4B/ZD/AOCgnhX9gfxv+yzqH7AXjh/EHiXxPFqVjeQ+MPCJs44lksGKyOdbDhsWsnAQj5l55OO6ed5NPEYm9aLjLE0pLs4JLmfw7Lr+TPOp5JncMNhVGjJShha0H3U5N8sfi0b6WfzRt+KfFnirxz/wRLn8U+NvE2oaxqd1t+1alqt69xPNt8SBF3SSEs2FVVGTwFA6Cs/9vf8A5RbfBb/uXP8A0yXFbI+AP7cx/wCCcp/YwH7Afj3/AISwIHNz/wAJh4P+xhTrJvQ27+3PNx5YK58v74x0+an/ALTf7PH7d/xo/Yx+H37Ovhf/AIJ9/EC31vwn/ZP9o3V/4t8HpayfZdOltZPLZNcZzl3BXci5UEnB4rnw+cZRTx1OXtoqKxVSfkoOFk9tr6LT5HTismzirl9WPsZOUsJTh3bmp3cdZfElq9fmzhP24fiv8Uvhh+y1+zf/AMK0+JXiDw79u8AD7b/YWsz2n2jZY6Zs3+Uy79u9sZzjccdTX3Z8R/jz8KPhL4p8MeCviD4r/s/U/GOoGy8N232GeX7ZPvij2bokZY/mniGXKj5uuAcfE/7WH7If/BQT47fBj4P/AA68I/sBeOLa9+H3hg6brMupeMPCKRTSm2sot0JTW3LLutnOWCHBXjkgenftYfCz9tv47fGf4P8AxF8I/wDBPP4kW1l8PvE51LWYtS8V+DklmiNzZS7YQmvOGbbbOMMUGSvPJI48Xi8hxlHD051oqzxDk1o9ZTlTu+X7T5bb6Pod2Cw3EGAr4qrCjJ3WGUU9VpGEallzacq5m7W1X2uv17H/AMe8n4fzrh/CX/KSD4d/9kR8d/8Ap48IVTT4n/tOLE6H/gm38YMtjH/FR+Cf/miqX4EaB+0H41/bb8NfFnxz+yj4x8A+HfD3wr8UaRcan4r1rw/OLi9v9S8PTQQxR6Zql5J/q9OumZnVVG1RuJYCvia9WnKk0mfe04TU02j6vooorzjqCiiigAooooAKKKKACquta1pHhzSbnXtf1KCzsrOFprq7uZAkcUajLMzHgADvVqvKfjx+zx4g+NPinTZ5viHcW+gJEsWo6JJawPGpWVZPNj3RFy7qpibLjblJEKlCrgHJ32j+If2nviGnjj4efECW00XRdTm0+O/jkgW90G5jjcPPZjyXDNMrxg+azo8M5DRqyLX0DGnlxqm8ttAG5jyfc1R8MeG9J8H+HrLwvoUUiWmn2sdvbie4eV9iKFXc7ks5wBlmJJ7mr9ABRRSSKzxsiyFCQQHXGV9xnIoA4v42fGjwR8IPDMtx4n8Ux6fdXMJFoEMbTIpdI2uAjnDJEZFdjg8DoSQDx/7Nv7PPjL4a+LNb8f8Aj/xRLdalqVw6jy70Sm8jaK3Hm3TLHGJJFeJwmEUKjt3YgO+Ff7Ktz4W+I8vxM+I3ju78R6navIml3cyxwvIrGXMs/kJEJCUl2GJg8YaLzF2l9qex0AFFFFADZZY4Y2mmkVERSWZjgADqSe1eDePdStv2o/EyaV8KfEtprFl4Y1SwlvtPvL1obP8AeK8kWpxyWx8y5CgSJ9ncrHIyZyu0Me0/aJ+C/i34y6XYaV4e+Ic+kW0byx6jYm1t5YLlJE2CUiSJyzxE7lTIRwWVsFldOq+G/wAO/Dnws8IWngrwtFMtpaBtpuLh5XJZ2dvmckgbmbCg7VHCgAAUAX/DGh/8Iz4bsPDv9p3V79hs47f7Zey75ptihd7t3Y4yT6mr1FFABXPfEz4n+EfhP4Zm8TeLdSSJFjk+y2wkQS3cixtJ5USsyhnKo2BkDjkgc10NeNp+yrea38aZfiT8Q/iBe61ZWmoG90W3cRwzQuWjdIjJBHGwjiMZUDcyypIBIpMZaQAr/Bb4Y+K9S+KD/GqXxk15o15aG50vV5VtnvNdt7y2s5RHKY4V8i3gkifyolLE78lsD5vbKRVVFCIoAAwABwBS0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAH/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l tsave30.jpg\n",
    "%ls -l tsave100.jpg\n",
    "Image(filename='tsave30.jpg')\n",
    "Image(filename='tsave100.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specifying image attributes (via `savefig`) dict also works with an io.BytesIO buffer:\n",
    "- Just assign the io-buffer to the `fname` key in the savefig dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "buf30dpi  = io.BytesIO()\n",
    "buf100dpi = io.BytesIO()\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf30dpi ,dpi=30 ,pad_inches=0.25))\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf100dpi,dpi=100,pad_inches=0.25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Ipython.display.Image to display the buffer contents:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf30dpi.seek(0)\n",
    "Image(buf30dpi.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAI/CAYAAACPh72SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXhU1eH/8c+NmQDZgAECCURMQhUVEAQEvjREQalVBORR+gUriyLQIAZaCkXL1lCEYEV2A4IiUilYjFisLVsFF7QUEb8gYUkCRNawmclCEjK/P/gxZQxkITN3MjPv1/PkeZJ7z5x77pyZZD4559xr2O12uwAAAADABAGebgAAAAAA/0EAAQAAAGAaAggAAAAA0xBAAAAAAJiGAAIAAADANAQQAAAAAKYhgAAAAAAwDQEEAAAAgGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAExDAAEAAABgGgIIAAAAANMQQAAAAACYhgACAAAAwDQEEAAAAACmIYAAAAAAMA0BBAAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA0xBAAAAAAJiGAAIAAADANAQQAAAAAKYhgAAAAAAwDQEEAAAAgGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAExDAAEAAABgGgIIAAAAANMQQAAAAACYhgACAAAAwDQEEAAAAACmIYAAAAAAMA0BBAAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA0xBAAAAAAJiGAAIAAADANAQQAAAAAKYhgAAAAAAwDQEEAAAAgGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAExDAAEAAABgmkBPNwDuUVJSovT0dElSgwYNFBBA1gQAADVbaWmpzp49K0m64447FBjIR1VfRK/6qPT0dLVq1crTzQAAALgp//d//6e7777b082AG/BvcQAAAACmYQTERzVo0MDx/Uebv5DV2qCc0jWXYUi3RdZV1omLsts93Rq4A33sH+hn/0A/+wd39vO5c2f1SI8ukpw/y8C3EEB81LVrPqzWBmrYsJEHW3PzDEOKiKgnW3EQf8x8FH3sH+hn/0A/+wez+pn1q76LngUAAABgGgIIAAAAANMQQAAAAACYhgACAAAAwDQEEAAAAACmIYAAAAAAMA0BBAAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA0wR6ugEAAAD+okV0fcf3h46d92BLAM8hgAAAAHjAtWHkeggo8FVMwQIAAABgGgIIAAAAANMwBQsAAMADmGIFf8UICAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANV8ECAADwEdxpHd6AERAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAExDAAEAAABgGgIIAAAAANNwGV4AAAAvce1ldgFvxQgIAAAAANMQQAAAAACYhilYAAAAXqKiu5szRQvegAACAADgIgQAoGJMwQIAAABgGgIIAAAAANMwBQsAAMBFWKMBVIwREAAAAACmIYAAAAAAMA0BBAAAAIBpWAMCAABgkorWiAD+gAACAADw/127SJywALgHU7CqqbS0VMuXL1evXr3Upk0bderUSUlJScrOznYqt2/fPvXs2VN33HGHLl26VG6dR44c0T333KOnn37aabvdbldqaqoefPBBtWrVSj169NCSJUtcfk4AAACAuxBAqmnWrFmaP3++nnvuOW3YsEGvvvqq9u7dq+HDh6uoqEiStGrVKg0YMEABARU/3Xa7Xb///e9VUlJSZt/ChQu1aNEijRo1Sh9++KFGjx6tRYsWEUIAAADgNQgg1VBSUqKNGzdq2LBh6tOnj6Kjo9W1a1eNHj1ahw8fVnp6uvLy8jRv3jwtWLBAjz76aIV1rl69WhkZGerRo4fT9oKCAi1btkyDBw/W448/rpiYGPXt21eDBg1SampqhaMqAAAAQE3AGpBqCAwM1JYtW8psNwxDkmSxWBQUFKR169apadOm2r17d7n1nTx5Uq+88oqSk5O1bds2nT//37mnu3btUn5+vu6//36nx8THxys1NVW7du1Sly5dqn9SAADAJ1Tmpoesc4EnEEBcbN++fVq8eLESEhLUsmVLSVLTpk0r9dgpU6bovvvu0yOPPKJt27Y57cvMzJQkRUdHO22/9dZbJUkZGRkEEAAAXKiiD/B8eAduDgHERWbPnq0VK1bo8uXLGjhwoCZMmFClx69fv17/+c9/tGHDhuvut9lskqSQkBCn7aGhoU77r8cwrnx5o6vt9tb2o2L0sX+gn/2Dv/WzL5znzZyDO/vZF55TVIwA4iLPPvus+vXrp/T0dM2dO1cHDhzQG2+8oVq1alX42HPnzmnGjBkaP368GjduXKXj2u32CsvcFllXERH1qlRvTRMT5d3tR8XoY/9AP/sHf+nn2KY1+zwr8xmhOtzRz6GWIpfXiZqHAOIiVqtVVqtVcXFxat26tXr27Kk1a9aUuZTu9SQnJ6tly5Z68sknb1gmLCxM0pWRjuDgYMf2vLw8SVJ4ePgNH5t14qJsxUGVPZUaxTCu/ILLPH5Bbv49Cg+hj/0D/ewffK2fD2eXP8Uq4/sLJrXk5rirfe7s55yci66tEDUSAaQazp07px07dqhDhw6KiIhwbI+OjlZwcLAOHjxYqXo++ugjBQQE6O6773ZsKy0tld1u11133aUZM2YoNjZWknT06FGnY11dG9KiRYsb1m+3y+v/EPjCOaB89LF/oJ/9g6/0s7efg7vb745+9vbnHJVDAKmGwsJCjR07VmPHjtXIkSMd27Ozs2Wz2RQVFVWpej788MMy21577TWdOnVKL7/8spo0aaLatWsrLCxMW7ZsUYcOHRzlNm3apHr16qlt27bVPyEAAODVWBgPb0AAqYaoqCj16dNHr7/+uurXr6/OnTvrzJkzSklJkdVqVf/+/VVYWKjc3FxJUn5+viQpJydHQUFBslgsqlevnm6//fYydYeHhys3N9dpX2JioubMmaOYmBi1b99eO3fu1OrVqzVx4kRZLBZzThoAAACoBgJINU2fPl1xcXFaunSpkpOTZbVa1bZtW82cOVNWq1Xr1q3TxIkTnR7TvXt3SdJ9992nlStXVvpYzzzzjAICApSamqqTJ08qKipKEydO1FNPPeXScwIAAADcxbC7+xIJ8IjTp087rqi14+sDatiwkYdbdHMM48pVRjK+940FjSiLPvYP9LN/8IV+vvbeH0xnuj539nNOzhl1bndl9sepU6ec1r3CdwR4ugEAAAAA/AcBBAAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA03AZXgAA4BeuvcIVAM9hBAQAAACAaQggAAAAAEzDFCwAAOA1qjKN6sc3EqzMjQWZpgW4HyMgAADAKxAOAN9AAAEAAABgGqZgAQAAr1OZ6VQAaiZGQAAAAACYhgACAAAAwDQEEAAAAACmIYAAAAAAMA0BBAAAAIBpuAoWAADA/8fVtQD3YwQEAAAAgGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0XIYXAABJLaLrV7osl2oFgJvHCAgAAAAA0xBAAAAAAJiGKVgAAKjiaVVVmaIFALgxRkAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAabgKFgDAJ1x7lSpuFAgANRcjIAAAAABMQwABAAAAYBoCCAAAAADTsAYEAOBzKrprOWtEAMBzGAGpptLSUi1fvly9evVSmzZt1KlTJyUlJSk7O9up3L59+9SzZ0/dcccdunTpUpl6Lly4oOTkZD344INq166dHnvsMa1Zs6ZMubVr1+qRRx5Rq1atFB8fr1mzZqm4uNht5wcAAAC4EiMg1TRr1iytWbNGU6dO1b333qujR49qypQpGj58uNLS0hQUFKRVq1YpJSVFkZGR162juLhYw4YNk81mU3JysqKiovTxxx9r0qRJCggI0BNPPCFJSktL06RJk/S73/1O3bp1U0ZGhiZPnqz8/HxNmzbNzNMGAAAAbgoBpBpKSkq0ceNGDRs2TH369JEkRUdHa/To0Ro/frzS09MVGxurefPmacGCBdq9e7cWLFhQpp7PP/9c3377rd5++2116tRJkjRixAj961//0rp16xwBZMGCBXr00Uc1ZMgQSVJsbKzOnj2rqVOnKjExUY0bNzbnxAGghmOKFQDUXASQaggMDNSWLVvKbDcMQ5JksVgUFBSkdevWqWnTptq9e/d16+natau2bdumhg0bOm2PiIjQ/v37JUlZWVk6duyYkpKSnMrEx8ertLRU27dvdwQVAKiJrv5urAjhAQB8GwHExfbt26fFixcrISFBLVu2lCQ1bdq03McEBgaWGb3Izc3Vl19+qfj4eElSZmampCsjLNeKjIyUxWJRRkaGq04BAFwurln5i8K9DYvcAeDmEUBcZPbs2VqxYoUuX76sgQMHasKECTddV2lpqV588UVdunRJiYmJkiSbzSZJCgkJcSprGIZCQkIc+6/HMK58eaOr7fbW9qNi9DF+zBWvBU+/njx9fE8x8/3sr89xTeDOfqZf/QMBxEWeffZZ9evXT+np6Zo7d64OHDigN954Q7Vq1apSPUVFRRo/fry2bt2qBQsWKCYmptptuy2yriIi6lW7Hk+KifLu9qNi9LH/sNvtbj9GbFPPvp48fXxPM+P97O/PcU3gjn4OtRS5vE7UPAQQF7FarbJarYqLi1Pr1q3Vs2dPrVmzRk8//XSl68jLy9Pzzz+vPXv2aOnSperSpYtjX3h4uCSVGemw2+3Ky8tz7L+erBMXZSsOquIZ1QyGceUXXObxCzLhMws8gD72PxnfX/D6YxzOLn+KlRnnWBOZ+X721+e4JnBnP+fkXHRthaiRCCDVcO7cOe3YsUMdOnRQRESEY3t0dLSCg4N18ODBStdVVFSkxMREHT58WKtWrXKsH7kqNjZWknTkyBG1a9fOsT07O1vFxcVq0aLFDeu22+X1H+x84RxQPvrYf5jRz+4+hjvqv3ZdibevITHj/czvC89zRz/Tr/6BGxFWQ2FhocaOHat169Y5bc/OzpbNZlNUVFSl65o2bZoOHDiglStXlgkf0pVQExsbq61btzpt37x5swIDAx2L1QEAAICajBGQaoiKilKfPn30+uuvq379+urcubPOnDmjlJQUWa1W9e/fX4WFhcrNzZUk5efnS5JycnIUFBQki8WievXq6ZtvvtF7772nSZMmKTQ0VGfOnHE6jtVq1S233KKkpCSNGTNGS5cuVffu3ZWenq6FCxdq0KBBatCggennDwBmqeiqUwAA70EAqabp06crLi5OS5cuVXJysqxWq9q2bauZM2fKarVq3bp1mjhxotNjunfvLkm67777tHLlSm3fvl2SlJycrOTk5DLH2Lx5s5o1a6aHH35YKSkpSk1N1dy5c9WwYUMNHjzYcaUsAAC8GUET8A+G3YzLkcB0p0+fdtxbZMfXB9SwYSMPt+jmGMaVK51kfM8CZV9FH/uH6q5vqOoHU3esoXD3Gg1fWANS3fdzVfrZW58jX+DO39s5OWfUud3tkqRTp045rbGF72AEBABQ41Xmwyb/PfcfhA/AuxFAAABAjUCwAPwDV8ECAAAAYBoCCAAAAADTEEAAAAAAmIY1IAAAmIBF8gBwBSMgAAAAAExDAAEAAABgGqZgAQBggoouMcsULQD+ghEQAAAAAKZhBAQAgErgJnkA4BoEEAAA4BJxzf47jYzABuBGmIIFAAAAwDSMgAAAgEphoTwAVyCAAAB8AlN+AMA7MAULAAAAgGn8bgRkw4YN2rBhg7777judO3dO33zzjSRp6tSpSkpKUv36DC8DAHA9VbmXSUXTtRixAvyX3wSQoqIiJSYm6rPPPpMk2e12GYYhScrLy9Pq1av1xRdfaPXq1YQQAAAAwE38ZgpWamqqPv30U0nSPffcI4vF4tiXn5+vWrVq6ejRo1q0aJGnmggAgFu1iK7v+AIAT/GbAPLhhx/KMAzNmzdPq1evVkhIiGNfo0aN9Pbbb8tut2vz5s0ebCUAAL7h0LHz5X4B8F9+E0BOnDihWrVq6aGHHrru/nvuuUd16tTR6dOnTW4ZAAAA4D/8Zg1IcHCwfvjhB50+fVoRERFl9u/du1cFBQWqW7euB1oHAMB/VWaK1I9HEZhWBcBb+E0Aadu2rT755BM999xzGjp0qEpKSiRJ27dv13fffae3335bhmGoVatWHm4pAHgfPvwCACrLbwLIsGHDtH37dh04cEATJ050bB8+fLikK1fFCggI0LBhwzzVRAAAAMDn+U0A6dixo2bOnKlp06YpLy+vzP7g4GBNmjRJXbp08UDrAAD4r5tZpF2ZxzBSBaAm8JsAIkm9e/dWQkKCNm/erAMHDigvL0+hoaG644471KNHD4WFhXm6iQDglapygzoAgH/zqwAiSXXr1lW/fv083QwAAADAL/nNZXilK3dDX7BggRYuXOi0PTExUSkpKSosLPRQywAAAAD/4DcBpLCwUAMGDNDChQuVnZ3ttO/48eN68803NWDAABUVFXmohQAAAIDv85sAsmzZMu3du1d2u13BwcFO+xo1aiS73a79+/dr+fLlHmohAAAA4Pv8JoB88MEHMgxDkyZN0qRJk5z2LV26VJMnT5bdbtf777/voRYCAAAAvs9vAsjx48cVFBSkp5566rr7Bw4cqKCgIB0/ftzklgEAAAD+w28CSEhIiIqKim4YMLKyslRUVFRmehYAoPoOZ5+X3W7X4eyq398CAOBb/OYyvG3atNGnn36qoUOHatiwYbr77rsVGhqqixcvas+ePVq2bJkMw9Ddd9/t6aYCAOB2Fd2b5WZuhggAleE3AWTIkCHavn27jh49qsmTJ5fZb7fbZRiGBg8e7IHWAQAAAP7Bb6Zgde3aVZMmTVJgYKDsdnuZr8DAQI0fP14JCQmebioAAADgs/xmBESSnnrqKfXo0UPr16/X3r17lZubq5CQELVs2VKPPfaYbr31Vk83EYAXunYqC9NW4C14rQLwFL8KIJLUpEkTDR8+3GX1lZaW6q233tK6det09OhR1alTR507d9Zvf/tbNWvWzFFu3759GjNmjI4cOaI9e/aoVq1aTvX88MMPmjVrlrZu3arc3Fy1aNFCL7zwgh544AFHGbvdriVLlmjt2rU6efKkGjdurF/84hcuPR8AAADAnXw2gBw/fly33HKLGjdu7Pi5sqKioipddtasWVqzZo2mTp2qe++9V0ePHtWUKVM0fPhwpaWlKSgoSKtWrVJKSooiIyNvWM/zzz+vkydPOsqtX79eo0aN0sqVK9W+fXtJ0sKFC7V06VJNnTpVbdu21TfffKOpU6dKEiEEAAAAXsFnA0j37t1ltVr1+eefO342DKPCxxmGoX379lXqGCUlJdq4caOGDRumPn36SJKio6M1evRojR8/Xunp6YqNjdW8efO0YMEC7d69WwsWLChTz7///W99+eWXWrZsmX76059KksaOHasvv/xSixYt0rJly1RQUKBly5Zp8ODBevzxxyVJMTExysjIUGpqqgYPHlxmVAUAAACoaXx6Ebrdbi/zc2W+KiswMFBbtmzRqFGjnLZfDToWi0VBQUFat26d4uPjb1jPp59+qtq1a6tz585O23/6059qx44dKioq0q5du5Sfn6/777/fqUx8fLxsNpt27dpV6XYDAAAAnuKzIyB9+/ZVaGio08+VGQGprn379mnx4sVKSEhQy5YtJUlNmzYt9zGZmZmKjIxUYKBzdzRv3lwlJSU6evSoMjMzJV0ZYbnW1YXzGRkZ6tKli6tOAwAAAHALnw0gM2fOLPdnV5s9e7ZWrFihy5cva+DAgZowYUKlH2uz2RQSElJm+9UAlZubK5vNJkllyl0tc3X/9RjGlS9vdLXd3tp+VMzX+thXzsPVfK2f3c2M58ndx6CvfZc738+8bvyDzwaQH/vNb36j4uJizZ071y0jIc8++6z69eun9PR0zZ07VwcOHNAbb7xRrXUZlZkOVpkyt0XWVUREvZtuR00QE+Xd7UfFfKWPY5v6xnm4i6/0s7uZ8Tpy9zF4L/g+d7yfQy1FLq8TNY/fBJBPP/1URUVFbpuGZbVaZbVaFRcXp9atW6tnz55as2aNnn766QofGxYWpu+//77M9qujGuHh4QoLC3NsCw4OdpTJy8tzlLmRrBMXZSsOqtL51BSGceUXXObxC6rC8hx4EV/r44zvL3i6CTWSr/Wzu5nxOnL3MXgv+C53vp9zci66tkLUSH4TQB599FH9+c9/1ubNm9WjRw+X1Hnu3Dnt2LFDHTp0UEREhGN7dHS0goODdfDgwUrVExsbq61bt6q4uFgWi8WxPSsrSxaLRbfeeqtOnz4tSTp69KjTsa6uDWnRosUN67fb5fV/8H3hHFA+X+ljXzgHd/KVfnY3M54jdx+DfvZ97ng/87rxD34TQB555BHl5ORo7NixeuCBB9SmTRvVr19fAQFlLwTWt2/fStVZWFiosWPHauzYsRo5cqRje3Z2tmw2W6XvJ3L//fdr0aJF+vzzz5WQkODYvnnzZsXHx8tisah9+/YKCwvTli1b1KFDB0eZTZs2qV69emrbtm2ljgUAgLsczj6v2Kb1lPE9I10AbsxvAsjVqVB2u13//Oc/9c9//vO65QzDqHQAiYqKUp8+ffT666+rfv366ty5s86cOaOUlBRZrVb1799fhYWFys3NlSTl5+dLknJychQUFCSLxaJ69erpnnvu0QMPPKBp06Zp6tSpioyM1Jo1a3T48GHNmDFDkhQUFKTExETNmTNHMTExat++vXbu3KnVq1dr4sSJTiMnAAAAQE3lNwHk2sXaVbnXR0WmT5+uuLg4LV26VMnJybJarWrbtq1mzpwpq9WqdevWaeLEiU6P6d69uyTpvvvu08qVKyVJf/rTn5SSkqIJEybIZrPpzjvv1LJly3T33Xc7HvfMM88oICBAqampOnnypKKiojRx4kQ99dRTLjsfADVPi+j6ju8PHTvvtccAAECSDLsrP43XYO+//36ly16907g3O336tBo3bixJ2vH1ATVs2MjDLbo5hiGG8z3M3R9MfaGP3f0c+UIA8YV+djf6Gd7Cnf2ck3NGndvdLkk6deqU07pX+A6/GAHZuXOnMjMzdeHCBTVr1kw///nPy9zQDwAAAID7+XwAmTx5stauXeu0bd68eXrppZc0YMAAD7UKAGqua/9Lfj1M0QIAVEfZS0D5kA8//FBr1qyR3W53+iopKVFycrL27Nnj6SYCAAAAfsWnA8h7770nSYqMjNTUqVO1ZMkSjRs3TnXr1pXdbtc777zj4RYCAAAA/sWnp2Dt379fhmFo/vz5atWqlSSpW7duio2NVWJiIiMgAHAdTLECALiTT4+A/PDDD6pdu7YjfFzVpUsXSXLcnwMAAACAOXw6gNjtdtWuXbvM9jp16kiSSktLzW4SAAAA4Nd8egoWAPiaiq5QJTGFCgBQs/l8ACkpKdHOnTuve/fzG+3r2LGjWc0DAMA0hFMANYHPBxCbzaann366zHbDMK67zzAM7du3z6zmAQAAAH7F5wPI9UY+ANQccc0qnlJ0LX//D66/nz8AwPv5dAB5/PHHPd0EAAAAANfw6QDy8ssve7oJAAAAAK7h0wEEgHfxhelFFV2lyhfOEQCA6vDp+4AAAAAAqFkYAQEAP1CZ+4cAAGAGAggAuBBTrHCzeO0A8BdMwQIAAABgGkZAAMAPVPTfdaZoAQDMQgABgArw4RwAANdhChYAAAAA0xBAAAAAAJiGKVgAfN61U6hu5kpDrJ8AAMB1GAEBAAAAYBoCCAAAAADTMAUL8HP+Nn2oovPlZnAAALgXIyAAAAAATEMAAQAAAGAapmABfs7frvDEFCsAADyLAAKg0lg/AQAAqosAAr9W3ftDAAAAoGpYAwIAAADANIyAAKg0Roncw9fW2QAAUB4CCABUE8EMAIDKI4AAbsQaEwAAAGcEEADwMH+7FDIAwL8RQAAAjNABAEzDVbAAAAAAmIYAUk2lpaVavny5evXqpTZt2qhTp05KSkpSdna2o8zBgwc1bNgwtWvXTu3atdNzzz2nw4cPO9Vz/Phx/eY3v1FCQoLatWunfv366d1335XdbneUsdvtSk1N1YMPPqhWrVqpR48eWrJkiWnnCgAAAFQXU7CqadasWVqzZo2mTp2qe++9V0ePHtWUKVM0fPhwpaWlKS8vT4MGDVKbNm20YsUKBQQEaOHChRo8eLA++ugjhYeHKz8/X4MHD1ZYWJj+9Kc/qVGjRtq+fbv+8Ic/qKCgQM8884wkaeHChVq6dKmmTp2qtm3b6ptvvtHUqVMlScOHD/fgswDcGOsXAADAtRgBqYaSkhJt3LhRw4YNU58+fRQdHa2uXbtq9OjROnz4sNLT07Vq1SoVFBRo9uzZatOmjVq1aqVZs2bJZrPp3XfflST9+9//1tGjR/W73/1OHTp0UPPmzfXLX/5SXbt2VVpamiSpoKBAy5Yt0+DBg/X4448rJiZGffv21aBBg5SamqpLly558qkAAAAAKoURkGoIDAzUli1bymw3DEOSZLFY9Omnn+ree+9VeHi4Y394eLjatGmjbdu2acSIEY7yt9xyi1M9QUFBjn27du1Sfn6+7r//fqcy8fHxSk1N1a5du9SlSxdXnh4qgf/uAwAAVA0BxMX27dunxYsXKyEhQS1btlRmZqZ+9rOflSnXvHlzbdq0SZLUuXNnxcbGav78+Zo1a5YaN26szz//XJ999pleeuklSVJmZqYkKTo62qmeW2+9VZKUkZFBAEGN5O5LzBICAQDwLgQQF5k9e7ZWrFihy5cva+DAgZowYYIkKS8vTyEhIWXKh4aGKjc3V9KVkY633npLv/rVr9StWzdZLBZdvnxZY8aMUf/+/SVJNptNksrUFRoa6rT/elNzwdUAACAASURBVAzjypc3utpuM9rv7mN4ax9cyxeeI2/vB29tv5nvZXgO/ewf3NnPvHb8AwHERZ599ln169dP6enpmjt3rg4cOKA33njjhuWvvbpVYWGhRo0apYCAAC1btkxWq1VfffWVXnvtNYWHh2vAgAGVqudGbousq4iIelU7oRomJsr97Y9tWvVjVPT8G9f8Jr2Z+muCyrzGXMWM58hb++Eqb2+/Ge9leB797B/c0c+hliKX14mahwDiIlarVVarVXFxcWrdurV69uypNWvWKCwsTHl5eWXK22w21a1bV5L03nvv6dtvv9Unn3yiJk2aSJLuuusunTx5UikpKXryyScVFhbmeFxwcLCjnqt1X7vG5MeyTlyUrTjIZedqJsO48gsu8/gF3czn4LhmlZ+ek/H9haofoArcXb8vuJnn6HB2xTfQu/Z14O394K3tr+57Gd6BfvYP7uznnJyLrq0QNRIBpBrOnTunHTt2qEOHDoqIiHBsj46OVnBwsA4ePKjY2FgdOXKkzGOzsrIUFxcnSTp8+LDCwsIc4eOq5s2bKz8/X2fOnFFsbKwk6ejRo07Huro2pEWLFjdsp90ur/9DYMY5eHv9vsCM58jb+8EX2u/t54CK0c/+wR39zOvGP3AZ3mooLCzU2LFjtW7dOqft2dnZstlsioqKUkJCgr7++mudP//f/9Lm5ORo9+7d6t69uyQpKipKubm5OnXqlFM9hw8flsViUaNGjdS+fXuFhYWVuerWpk2bVK9ePbVt29ZNZ+k/WkTXL/cLAAAA1ccISDVERUWpT58+ev3111W/fn117txZZ86cUUpKiqxWq/r37y+LxaJ33nlH48aNU1JSkux2u+bMmaOIiAjHAvPHH39cS5cu1a9//WuNGzdODRo00FdffaX33ntPffv2VWDglW5KTEzUnDlzFBMTo/bt22vnzp1avXq1Jk6cKIvF4smnosZy9xWYaoJrz6Gi84V3ol8BAL6EAFJN06dPV1xcnJYuXark5GRZrVa1bdtWM2fOlNVqlSStXLlSM2bM0ODBg2UYhrp06aK3337bsZajYcOGevfdd/XKK6/oueeeU0FBgSIjIzV06FD96le/chzrmWeeUUBAgFJTU3Xy5ElFRUVp4sSJeuqppzxy7gAAAEBVEUCqKSgoSCNGjNCIESNuWKZ58+ZKTU0tt564uDgtXry4wuMNGTJEQ4YMqWozUQn8lxkAAMD9CCCAD6loShkhCwAAeBqL0AEAAACYhgACAAAAwDRMwQJ8CFOsAABATUcAAWowX7hMcE1AMAMAoOYggAAmqUyY4IMyAADwdQQQ+DU+8AMAAJiLAALUYJUJSEzTAgAA3oQAApiE0RYAAAAuwwsAAADARAQQAB51OPu87Ha7DmczQgQAgD8ggAAAAAAwDQEEAAAAgGlYhA64EQvPAQAAnDECAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAExDAAEAAABgGgIIAAAAANMQQAAAAACYhgACAAAAwDQEEAAAAACmIYAAAAAAME2gpxsAlCeuWf1Klz107LwbWwIAAABXYAQEAAAAgGkIIAAAAABMwxQseA2mWAEAAHg/Agjg5QhmAADAmzAFCwAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA0xBAAAAAAJiGAAIAAADANAQQAAAAAKYhgFRTaWmpli9frl69eqlNmzbq1KmTkpKSlJ2d7Shz8OBBDRs2TO3atVO7du303HPP6fDhw2Xq2rRpkx5//HG1bt1aCQkJSklJUXFxsVOZtWvX6pFHHlGrVq0UHx+vWbNmlSkDAAAA1FQEkGqaNWuW5s+fr+eee04bNmzQq6++qr1792r48OEqKirS+fPnNWjQIN1yyy1asWKFVq5cqcDAQA0ePFg//PCDo57NmzcrKSlJffr00d///ne99NJL+stf/qLZs2c7yqSlpWnSpEnq37+/1q9frylTpuiDDz7Q9OnTPXHqAAAAQJVxJ/RqKCkp0caNGzVs2DD16dNHkhQdHa3Ro0dr/PjxSk9P1yeffKKCggLNnj1b4eHhkq6Elm7duundd9/ViBEjHNsGDBigIUOGSJKaNWumsLAwBQT8NyMuWLBAjz76qKNMbGyszp49q6lTpyoxMVGNGzc27+QBAACAm8AISDUEBgZqy5YtGjVqlNN2wzAkSRaLRZ9++qnuvfdeR/iQpPDwcLVp00bbtm2TJH333Xc6cuSIevfu7VRPly5d1KlTJ0lSVlaWjh07pvvvv9+pTHx8vEpLS7V9+3ZXnx4AAADgcgQQF9u3b58WL16shIQEtWzZUpmZmWrWrFmZcs2bN1dGRoakKwFEuhJcRo4cqS5duujBBx/UkiVLdPnyZUlSZmampCsjLNeKjIyUxWJx1AUAAADUZEzBcpHZs2drxYoVunz5sgYOHKgJEyZIkvLy8hQSElKmfGhoqHJzcyVJOTk5kqQXX3xRQ4cOVVJSkrZv3665c+fq4sWL+u1vfyubzSZJZeoyDEMhISGO/ddjGFe+vJ0vnAPKutqv9K9vo5/9A/3sH9zZz7x2/AMBxEWeffZZ9evXT+np6Zo7d64OHDigN95444bl7Xa74/uSkhJJ0qBBg9SvXz9J0p133qns7GytWLFCo0ePrlbbbousq4iIetWqoyaIber954Abi4mif/0B/ewf6Gf/4I5+DrUUubxO1DwEEBexWq2yWq2Ki4tT69at1bNnT61Zs0ZhYWHKy8srU95ms6lu3bqSpLCwMElS69atncp06tRJf/nLX5SVleVYQ/LjkQ673a68vDynNSY/lnXiomzFQdU6v5og4/sLnm4C3MAwrvwRyzx+QdfkcvgY+tk/0M/+wZ39nJNz0bUVokYigFTDuXPntGPHDnXo0EERERGO7dHR0QoODtbBgwcVGxurI0eOlHlsVlaW4uLiJEkxMTGSpIsXnd90V0dJLBaLYmNjJUlHjhxRu3btHGWys7NVXFysFi1a3LCddrt84g+BL5wDbsxXXqcoH/3sH+hn/+COfuZ14x9YhF4NhYWFGjt2rNatW+e0PTs7WzabTVFRUUpISNDXX3+t8+fPO/bn5ORo9+7d6t69uySpQ4cOCgkJ0caNG53q+fe//62QkBDdeuutio6OVmxsrLZu3epUZvPmzQoMDFR8fLybzhIAAABwHUZAqiEqKkp9+vTR66+/rvr166tz5846c+aMUlJSZLVa1b9/f1ksFr3zzjsaN26ckpKSZLfbNWfOHEVERKh///6SpNq1aysxMVGvvvqqbrvtNnXr1k3btm3TX//6V40aNUoWi0WSlJSUpDFjxmjp0qXq3r270tPTtXDhQg0aNEgNGjTw5FMBAAAAVIphtzPYVR1FRUV68803tXbtWp08eVJWq1Vt27bVmDFjnKZNzZgxQ1999ZUMw1CXLl00ceLEMpfnXblypd555x19//33ioiI0JAhQzRo0CCnMuvXr1dqaqqOHDmihg0b6oknnlBiYqLTDQsl6fTp044bE+74+oAaNmzkxmfBfVpE13d8f+jY+XJKwlsZxpULDGR8z5xxX0Y/+wf62T+4s59zcs6oc7vbJUmnTp1ymuIO30EA8VEEEHgLPrD4B/rZP9DP/oEAgupiDQgAAAAA0xBAAAAAAJiGAAIAAADANAQQAAAAAKYhgAAAAAAwDQEEAAAAgGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAAAAAADANAQQAAACAaQggAAAAAEwT6OkGwH+1iK7v6SYAAADAZIyAAAAAADANAQRe4XD2eU83AQAAAC7AFCx4zKFjFYcKw5Bim9ZTxvcXTGgRAAAA3I0REAAAAACmIYAAAAAAMA0BBAAAAIBpCCAAAAAATEMAAQAAAGAaAggAAAAA03AZ3nKkp6fr66+/VnZ2tvLy8hQYGKi6desqNjZWnTp1UoMGDTzdRAAAAMCrEECuY8+ePZoyZYr2799/wzIBAQHq2bOnXnzxRTVq1MjE1gEAAADeiylYP7J//34NGjRI+/fvl91uv+HX5cuX9fHHH2vgwIG6cIGb5AEAAACVwQjIjyxYsECFhYUKCQlRv3791LJlS506dUorVqxQSEiIZsyYoR9++EH/+te/tH79emVnZ2vhwoV66aWXPN10JyUlJY7vz+ac8WBLqscwpFBLkXJyLspu93Rr4A70sX+gn/0D/ewf3NnP135mufazDHyLYbfzK+JanTt31sWLF7Vy5Up16NDBsf2LL77Q0KFDNXToUE2YMEGStGXLFiUmJioqKkpbtmzxVJOva9u2bUpISPB0MwAAAG7KJ598om7dunm6GXADpmD9iM1mk8VicQofktSmTRtJV94MV3Xv3l116tRRTk6OqW0EAAAAvBVTsH6kUaNGOnnypDZt2qQHH3zQsT0tLU2SVFBQ4Ni2a9cuFRQUqEmTJqa3syItWrRwfL9h0+dq0KChB1tz8wxDui2yrrJOMJzvq+hj/0A/+wf62T+4s5/Pns3Row/+jyTnzzLwLQSQH+ncubPef/99vfDCC+rYsaOaNGmizMxMffvttzIMQy1btpQkffDBB5o8ebIMw1D79u093OqyAgP/27UNGjRUw4beeaUuw5AiIurJVhzEHzMfRR/7B/rZP9DP/sGsfr72swx8C1OwfmTkyJEKCQlRaWmpvvrqK61fv17ffvut7Ha7LBaLEhMTJUkWi0WXLl1SeHi4Y1tVvfXWW2rVqpXGjh1bYdmioiLNmjVL3bp1U6tWrfTzn/9cf/3rX2/quAAAAICnEEB+pHnz5nrnnXfUsWNHGYahq2v0O3XqpNWrV6t169aSpNtvv129e/fWn//8Z8XFxVXpGBcuXNDIkSO1bNky1apVq1KPmTJlitLS0jRp0iStX79eAwYM0O9//3t99NFHVTtBAAAAwIMY27qOO++8UytXrlR+fr4uXLigevXqKTg42KlMixYtlJKSclP1/+1vf1N+fr7S0tL05JNPVlj++++/1/vvv69p06bpoYcekiTFxsbqm2++0dy5c/XII4/cVDsAAAAAszECUo7g4GBFRUUpODhYBw4cUFpampYvX+7Yf+rUqZuqNyEhQW+++aYaNGhQqfKfffaZ7Ha77r//fqft8fHxysrK0rFjx26qHQAAAIDZCCAV2Llzp3r16qU+ffpo4sSJmj17tiSptLRUPXv21KpVq6pcZ3R0tG655ZZKl8/MzFStWrXUuHFjp+233nqrJCkjI6PKbQAAAAA8gSlY5dizZ4+GDh2q4uJixzbDMCRJ58+f16VLlzR9+nQ1bdq0zOiEK9lstjJTwCQpNDRUkpSbm1vu4w3jypc3utpub20/KkYf+wf62T/Qz/7Bnf3Ma8c/EEDKsWDBAhUXF6tjx44aNmyYxo0bJ5vNJkkKCQnRz3/+c/3973/X8uXL3RpAbqSyN7G/LbKuIiLqubk17hUT5d3tR8XoY/9AP/sH+tk/uKOfQy1FLq8TNQ8BpBy7d+9WQECA5s+fr3r16jlNm6pdu7Zefvllbdy4UXv37nVrO8LCwpSXl1dm+9UwFB4eXu7js05clK04yC1tczfDuPILLvP4Ba4p76PoY/9AP/sH+tk/uLOfc3IuurZC1EgEkHIUFhYqKChI9epdP+FfnY517RQtd4iNjVVRUZFOnDihyMhIx/asrCxJFd8p1G6X1/8h8IVzQPnoY/9AP/sHb+nnHgs+q3TZzc93dWNLvJM7+tkbXjeoPhahl6Np06a6dOmSVq9eXWZfSUmJ5syZo5KSEqdQ4A7x8fEKCAjQli1bnLZv2rRJd9xxh6Kiotx6fAAAAMBVCCDl6Nmzp+x2u6ZNm6af/exnjilPAwYMUNeuXbVixQoZhqEHH3ywSvVeuHBBZ86c0ZkzZ3T58mVdunTJ8XNhYaH27Nmjhx9+WDt37pQkNW7cWAMHDtS8efP08ccf6/Dhw0pNTdXWrVsrdRd1AAAAoKZgClY5RowYoU8++UT79+/X0aNHHdt3797tWAD+k5/8RL/61a+qVO/o0aP11VdfOX4+efKkNm/eLEl6+eWX1bRpU2VmZio/P99RZuLEiQoNDdWMGTN07tw5xcTEaM6cOXrggQeqc4oAAACAqQgg5QgODtaqVau0ePFiffjhh043HoyMjNRjjz2mESNGKCQkpEr1rly5ssIy6enpTj8HBgZq7NixjHgAAADAqxFAKhASEqJx48Zp3LhxunjxovLy8hQaGlrhlacAAAAAlEUAqYK6deuqbt26jp9tNptmzZolwzD0hz/8wYMtAwAAALwDi9CrobCwUGvXrtXatWs93RQAAADAKxBAAAAAAJiGKVg/8vrrr1e67LVXqQIAAABQMQLIj7z22muOO5wDAAAAcC0CyA1cvc8HAAAAANchgPxIx44dtXPnTiUkJGjIkCHllr148aLGjBljTsMAAAAAH0AA+ZEZM2aod+/e+uyzz/Sb3/xGt99++w3L5uTkmNgyAAAAwPtxFawfiY6O1rhx41RSUqKXXnqJqVgAAACACzECch1PPfWUbDabbDabsrKyFBMTc91ytWvXVq9evVi0DgAAAFQSAeQGRowYUWGZ0NBQvfLKKya0BgAAAPANTMECAAAAYBoCCAAAAADTEEAAAAAAmIYAAgAAAMA0BBAAAAAApiGAlOPSpUuVKnfkyBE3twQAAADwDQSQcvTt21d79+4tt8zKlSvVt29fk1oEAAAAeDcCSDkyMzP1i1/8QosWLVJpaanTvhMnTmjIkCGaMWOGCgsLPdRCAAAAwLsQQMoREhKikpISzZ8/XwMHDtSxY8ckSe+9954ee+wxffnll7Lb7brzzjs93FIAAADAO3An9HL8/e9/V3JysjZu3Kjdu3erd+/euvvuu/Wf//xHdrtdwcHBeuGFFzRo0CBPNxUA4EV6LPisSuU3P9/VTS0BAPMxAlKOiIgIzZ8/X4sXL1ZUVJQKCgr0n//8R5L00EMP6aOPPtKQIUMUEMDTCAAAAFQGn5wrobi4WCUlJTIMQ3a7XZJUVFRUZl0IAAAAgPIRQMpx4sQJjRw5UklJSTpz5oyCg4PVrVs32e12bdu2TY8++qiWLl2qy5cve7qpAAAAgFcggJTjkUce0SeffCK73a727dvrgw8+0JIlSzRv3jzVr19fBQUFevXVV7kMLwAAAFBJBJByFBQUKDAwUOPGjdPKlSvVrFkzSVLPnj31t7/9TQ899JDsdrsOHTrk4ZYCAAAA3oEAUo477rhDf/3rXzVs2DAZhuG0z2q1av78+Zo1a5bCw8M91EIAAADAu3AZ3nK89957slgs5Zbp06ePunTpYlKLAAAAAO/GCEg5KgofV0VERLi5JQAAAIBvIIAAAAAAMA0BBAAAAIBpCCAAAAAATEMAAQAAAGAaAkgl/fDDD9q5c6f+8Y9/OLZdunTJgy0CAAAAvA+X4a1AZmamZs6cqc8++0yXL1+WJH333Xey2+3q3r27kpOT1b17dw+3EgAAAPAOjICUIysrS//7v/+rbdu2qaSkRHa73bHvwoULOnv2rEaPHq1du3Z5sJUAAACA9yCAlOO1117TxYsXFRMTo8mTJyskJMSxz2KxqEOHDrp8+bKWLFniwVYCAAAA3oMAUo4vv/xShmFo2bJlGjhwoNONCUNDQ7Vo0SLdcsst+vrrrz3YSgAAAMB7EEDKYbPZVLt2bUVGRl53f506dRQQEKC8vDyTWwYAAAB4JwJIORo3bqzCwkL961//uu7+VatWqbi4WBEREeY2DAAAAPBSXAWrHAkJCVq1apVGjRqlTp06KT8/X5I0btw4paen69ChQzIMQ/Hx8R5uKWqKHgs+q3TZzc93dWNLAAAAaiYCSDlGjRqlzZs36+TJk/riiy8c2zds2CBJstvtioiI0PPPP++pJgJAjVOVIC4RxgHA3xBAymG1WrVmzRq9/PLL2rhxo0pKShz7LBaLevbsqfHjx6tRo0YebCXgOnxwBAAA7kYAqUBERITmzJmjgoICZWZmKi8vT6GhoYqLi1NQUJCnmwcAAAB4FQJIJdWpU0d33XWXS+tcu3at3nzzTR09elT169dXr1699Otf/9rpcr/X6tChg3Jzc8tsf+KJJ/THP/7RpW0DAAAA3IEAUoFjx47p/fffV1ZWli5evOh0N/Srrt4rpCrS0tI0adIk/e53v1O3bt2UkZGhyZMnKz8/X9OmTbvuY/Ly8jR+/Hj17t3baXudOnWqdGx4Lxa5AwAAb0cAKce2bds0atQop7UfP2a322UYRpXrXrBggR599FENGTJEkhQbG6uzZ89q6tSpSkxMVOPGjZ3K5+XlqbS0VBEREaw5AQAAgNcigJTjj3/8o4qLi11eb1ZWlo4dO6akpCSn7fHx8SotLdX27dv1xBNPOO2z2WySpODgYJe3x1+wwBrwHYwGAoD3IoCU48SJEzIMQwMHDtQvf/lLRUZG3nB9RlVkZmZKkqKjo522X60/IyOjzGMIIABgHv5hUTMQNAHfRAApR/PmzZWVlaWXXnpJAQGuu2n81TAREhLitN0wDIWEhDj2X+vq4vOPP/5Yf/rTn3T8+HE1adJEDz/8sIYMGVLuFbkM48pXTdd9fuX/0GwZ7f4/NO5+zry9flcd42od3vAahXvwXvB8/a7iyfczfWAed/Yzz7N/IICUY9y4cRo1apTS0tLUr18/j7aluLhYDRs2VG5uriZMmKDQ0FDt2LFDr732mg4cOKBXXnnlho+9LbKuIiLqmdha94tt6v7zcfcxvL1+Vx8jJsq3XqOoPN4Lnq/f1TzxfqYPzOeOfg61FLm8TtQ8BJByJCQkaP78+XrhhRf05ptv6vbbb7/uFCjDMPSHP/yh0vWGh4dLUpmRDrvdrry8PMf+a3Xs2FGffeY8QnDnnXeqsLBQr732mkaNGqWYmJjrHi/rxEXZin3rniUZ31/w+mN4e/2uOoZhXPkjlnn8gq5zkTn4Ad4Lnq/fVTz5fqYPzOPOfs7JuejaClEjEUDKsW3bNiUlJamkpESHDh3SoUOHbli2KgEkNjZWknTkyBG1a9fOsT07O1vFxcVq0aJFpetq2bKlJOnUqVM3DCB2u3zug50Z5+PuY3h7/a4+hi++TlE5vBfcU78n10944v1cE/vA17mjn3me/YPrFjb4oFdffVVFRUWy2+3lflVVdHS0YmNjtXXrVqftmzdvVmBgoOLj48s8ZsuWLRo/fryKipyHJr/99lsZhqHbbrutyu0AAAAAzMYISDkyMzNlGIa6deumgQMHqmnTpuUu9q6KpKQkjRkzRkuXLlX37t2Vnp6uhQsXatCgQWrQoIH27Nmj8ePHa/r06erQoYOaNGmijz/+WHl5eRo5cqTCw8P1+eefa/ny5erdu7eaNGniknYB7sZVbQAA8G8EkHI0btxYJ06c0Pz5810WPK56+OGHlZKSotTUVM2dO1cNGzbU4MGDlZiYKEkqKChQZmam8vPzJUl33XWX3nrrLS1cuFDDhw9XYWGhoqOjNWbMGP3yl790adsAeBYhDQDgywgg5Rg5cqRefPFFffvtt2rfvr3L6+/du7d69+593X2dOnVSenq607Z7771Xy5Ytc3k7AAAAALMQQMrRokULPf300xo+fLh69uypVq1aXfcKVZL02GOPmdw6AJ7ADeoAAKgeAkg5+vfvL8MwZLfblZaWprS0tOuWMwyDAAIAAABUAgGkAlevcnUzV7sCAMBXMRpYMZ4j4PoIIOVITk72dBMAwOX4UAQA8CQCSDmefPJJTzcBAAAA8CnciBAAAACAaRgBKcfPfvazSpf9xz/+4caWAAAAAL6BAFKOI0eOOK6CdS3DMCT9d2H61Z8BAAAAlI8AUo6IiIjrhouzZ8+qpKREYWFh+slPfqLatWt7oHUArocF1gAA1GwEkHJs27btuttLS0u1Y8cOTZ48WVFRUZo5c6bJLQMAAAC8E4vQb0JAQID+53/+R8nJydqwYYPmzJnj6SYBAAAAXoEAUg3169eX3W7Xhx9+6OmmAAAAAF6BKVg34fLlyzp06JD++Mc/SpIuXLjg4RYBAAAA3oEAUo5Wrf5fe3ceHGV9x3H8s5vNEsgpJByREIQAEUK4K6AUKFIUCBm1VaHotDCtCnEErTgWqhTtiHILVgwGGiBRRCqKKHJVqogoBCpCoY5TziDkqOQgyWaP/sHsmgDlEPI8e7xfM85Asmy+y8dl97O/5/k9aRf9usvl8v3aYrGoY8eORo0EAAAABDQKyCU4nc7L3sZut+uZZ54xYBoAAAAg8FFALqFHjx4X3YbXYrEoNjZW7dq10/3336/WrVubMB0AAAAQeCggl/DGG2+YPQIAAAAQVCggAAAAAepqLr7KhVfhLyggdfzxj3/8UX/OYrFoxowZ13kaAAAAIPhQQOpYvXr1Rc/5uBIUEAAAAODyKCDn8Xg8V/1nfmxpAQAAAEINBaSOjRs3mj0CAAAAENQoIHW0adPG7BEAAACAoEYBuQInT57U+++/r4MHD6q8vFwxMTHq1q2bMjIyFBcXZ/Z4AAAAQMCggFzGqlWr9Oc//1m1tbX1vr5+/XrNnz9fL774om6//XaTpgMAAAACi9XsAfzZrl27NH36dDkcDnk8ngv+q6ys1OOPP65Dhw6ZPSoAAAAQEFgBuYRly5bJ4/EoISFBjzzyiLp27aqoqCiVl5dr+/btys3N1ZkzZ5STk6OXXnrJ7HEBAAAAv0cBuYS9e/fKYrHoL3/5i7p27Vrve+np6erdu7ceeOAB7dy506QJAQAAgMDCIViXcObMGdnt9gvKh1efPn1kt9tVWlpq8GQAAABAYKKAXEJ0dLQcDoe+/fbbi37/6NGjcjgcioqKMngyAAAAIDBRQC6hW7du8ng8ysrK0tatW/Xf//5XklRZWanNmzdrwoQJslgs6tatm8mT/zF7pgAAFplJREFUAgAAAIGBc0AuYezYsfr44491+PBhTZw48YLvezweWSwW/frXvzZ+OAAAACAAsQJyCbfddpsmTZokSRfdhtdqterxxx9X3759TZ4UAAAACAysgFzGww8/rFtvvVWrV6/Wvn37VFZWppiYGKWnp+u+++5T586dzR4RAAAACBgUkPNUVVWpcePG9b7WtWvX/7sTFgAAAIArxyFY5+nfv7+mTJmiTz75RG632+xxAAAAgKDCCsh5qqqqtG7dOq1bt07NmjXTyJEjlZGRoS5dupg9GgAAABDwWAE5T2xsrO8k8+LiYuXm5uoXv/iFRowYoezsbBUWFpo9IgAAABCwKCDn2bFjh3Jzc/XAAw8oMTHRV0a+/fZbzZs3T7fffrvGjh2r1atXq7y83OxxAQAAgIDCIVjnsVqtuuWWW3TLLbdo6tSpOnDggDZt2qTNmzfrm2++kcfj0a5du7R7924999xzGjRokEaNGqXbb7/d7NHrqXv+SmlpiYmTXDln5fdXfNvi4qIGvX8jfkag378RP8MfHwN/R+bf/9X+DP6OzL9/I35GoN+/ET/jx9z/xVgsUlS4Q8XFZ+TxXJe79Kn7noVzcYOXxeO53v/rBK9jx45p48aN+vjjj7Vnzx45nU5J50rLgQMHTJ6uvv379ystLc3sMQAAAH6Ur7/+mnNwgxSHYF2FpKQkjR8/XrNmzdKUKVPUvHlzSecuUggAAADg8jgE6wr9+9//1qZNm7Rlyxb961//kvRD8YiJiTFztIvq1KmTvv76a0lSs2bNZLXSNQEAgH9zu90qKTl3GFanTp1MngYNhUOwLmH37t3avHmzNm/erOPHj0v6oXTYbDYNHDhQmZmZGjRokOx2u5mjAgAAAAGBFZDzbNu2TZs3b9bf//53XwOv29G6d++uUaNGafjw4YqLizNrTAAAACAgsQJyntTUVFkslnqlo02bNsrIyFBmZqbatGlj4nQAvDwejywWi9ljALhGPJeB0MMKyEV4PB7FxsbqzjvvVGZmpnr06GH2SADO43a7FRYWJrfbzTlOQaiiokL5+fkaO3asmjRpYvY4aEAul0s2m43nMhBCKCDnGTp0qDIzMzVw4ECFh4ebPQ6ukNPpVE1NjSIjI80eBQ2oqqpK+fn5OnLkiMLCwjRu3DglJSXxxiXIVFRUaNiwYRoyZAjlI0idPXtWS5Ys0bFjxyRJjzzyiNq3b89qCBAiOAQLAa+qqkpZWVkaMGCA7rnnHkVHR5s9EhpARUWF7r//frVq1UplZWU6ffq0qqqq9M4776hVq1Zmj4frpKKiQhkZGUpPT9eCBQvMHgcNoKKiQvfee69atWoll8ulwsJCFRUVadmyZerevTslBAgBfGSIgLdu3Tpt375dy5cv1wcffKCKigqzR8J15nA49Nhjj6ljx45auHCh8vPzNWPGDIWHh2vLli2+2/F5SmDzlo8ePXr4yof3gq91cXXkwOV0OjVt2jR16NBBixcv1rJlyzR//ny1bdtWzz33nKqrqykfQAiggCDgnThxQn379lVqaqpeeOEFrV+/nhISZA4fPqxTp05p7NixioiIUFhYmAYMGKCkpCQ1btxYJSUl+v7773njEsBqamo0atQoJSQkaO7cuZLOFU+b7dyRwsePH9f+/ftVVFTE4XYBrKysTEePHtXw4cMVHh4ui8Wizp07a/Dgwfruu+9UWVlp9ogADMC/4gh4paWlSk9P1yuvvKJevXrpxRdfpIQEmZKSEh0+fFhnzpzxfc3lcun06dPKzc1VZmamMjMztX79erlcLhMnxY9ltVoVHh6uyspKFRQUyOFwyG63y+Vy6amnnlJWVpZGjx6tzMxM/e1vf7voygj8X3V1tY4ePaqTJ09K+mGFq0+fPnI4HL7t7wEENwoIApb3MIymTZsqJSVFFotFL7/8snr37n1BCeHQnMDWtWtXtWjRQq+99prWrFmjPXv26K677lJ8fLyeeOIJPfvss+rWrZuefvpp7dy5UxKZBxKXy6Xw8HCtXbtWLpdLM2bM0IkTJ+R2uzVu3DgVFRVp3LhxmjFjhnr06KFnn31Wu3btkkTOgSY+Pl4JCQmKioqSJN8Kl8PhUFVVle/3AIIbJ6EjoLhcLtXU1Mjj8fh2vHI6nXI4HL7dciorKzV58mTt2rVLU6ZM0YgRI3wnph8/flytW7c2bX5cGW/OkhQRESGr1aqCggJNmzZNZWVlSkhIkMPh0IoVK9S0aVNJ0smTJzV58mQ5nU7l5eXJbrdzSFYAcTqdstlsKiws1NixY9WqVSsNGTJE+/fv19SpU305Hzt2TFlZWUpISNCrr74qm81Gzn7M6XSquLhYbrdb0dHRio6O1tmzZy/Y3Wzbtm2aPHmy1q5dW+96W1988YWSk5PVokULo0cH0IBYAUHAqKioUFZWlsaNG6dhw4bpmWee0WeffSabzeZ7MfMWk3nz5ql379566aWXtH79erndbs2ZM0djxozhGGM/Vzfnn//855o+fbp27Nihnj176t1339WHH36on/70p0pMTFRMTIxvJaxVq1a66aabZLPZ1KhRI96U+rmzZ8/qyy+/9P3eex2IxMRELVy4UIWFhZo/f75uuukmxcXF+VY6kpKSlJCQoLCwMN85BPBPFRUVmjBhgh566CENHz7ct3JVt3x4n7+VlZWKjo5WXFyc73uzZ8/Wo48+yjk/QBDiWY2AcPbsWd19991yu90aPXq07r77bhUUFGjixIlatWqV73beNyORkZGaO3euevfurXnz5mncuHFauXKlFi5cyLVC/NjFct69e7cmTJigvLw8hYeHKzo6WkVFRSorK5PNZqv35sTtdqt169ZyOBwcmuPHnE6nxowZowceeEBbt271fd2bZZcuXTR9+nT169dPv/zlL2W1WmWxWOR0OuVyuRQdHa2bb75ZHo+HnP1UVVWVRo8eLbvdrokTJ+o3v/mN9u7dq0WLFqmwsNB3O2/mHo9HDofDV0hefvll5eXlacmSJUpISDDlMQBoOGHTp0+fbvYQwOUsXrxYxcXFev3119W5c2f169dPnTp1Unl5uZYsWaLGjRurZ8+ekn74RK1Ro0bKyMjQsmXLdPr0aa1cuVJpaWlmPgxcxsVyTk1NVXl5uXJychQREaGePXvKZrPp9ddf18mTJ5WWlqaSkhItXbpU7733nmbOnKmEhAQ+Gfdz+fn5ioiI0Nq1a9WuXTu1b9++3vdbt26tO+64Q7GxsSorK1OjRo105swZLV26VBs3btQf/vAH3XDDDeTsp3JyclRaWqrFixcrJSVFffv2ldVq1VtvvaU77rhDLVu2rHf7I0eO6MMPP9T48eO1dOlSZWdnKy8vT127djXpEQBoSJzthYBQVFSkuLg4hYeH+3bH6dWrl+Lj4xUVFaVZs2apSZMmGj16tKxWq+9T0VdeeUWVlZVavXq1OnbsaPKjwOVcLufZs2crJiZG9957r7KyspSTk6P33ntPN954o5xOp5YvX66UlBSzHwYu4+DBgyoqKtLMmTP19ttva8qUKbJYLBo6dKjvNjabTTabTaWlpZo9e7Z2796t2NhYlZSUaMmSJWrbtq15DwCXVVhYqMjISFmtVt/5Pffdd58WLFiggoICde/evd7tb7zxRt1www2aNGmSvvzyS+Xl5fGBERDEKCAICDabTYcOHZLL5ZLdbve9oCUnJ2v8+PGqrKzUzJkzlZycrP79+8tisejNN9/UwoULtWbNGspHgLiSnJ9//nmlpKQoKytLI0aM0Keffqq2bduqQ4cOF3yqCv9UW1urJk2aKD09XS1btlRNTY2efPJJzZo1q14JkSS73a6hQ4fKZrMpLS1N/fr1U1JSkkmT40qVl5frn//8p6Qfdrqy2+2KiIjwbTBRV0pKiqqrq7V9+3atXbtWqamphs4LwFgcggW/5vF4ZLFYFBUVpffff19Hjx7VoEGDFBYWJqfTKavVqri4OLVo0UJ79uxRaWmphgwZIovFoo4dO2rkyJHq1KmT2Q8Dl3E1ORcUFKioqEiDBw9W06ZN1a1bNyUnJ/u29YT/a9mypRITE5WWlqb4+Hh17NhRR44c0V//+le1b9++3uFYdrtdN910kwYPHqwuXbooNjbWxMlxOd7nst1uV5cuXXyrGLW1tXK73crLy1P//v2Vnp7uu60khYWFKTU1VRMnTmQVEwgBFBD4Ne+LU1xcnI4fP65t27aptrZWvXv39i3tW61WtWzZUiUlJXr33Xc1evRo3w453q074d+uJufS0lK9++67GjNmjOx2u8mT42q5XC5ZrdZ6JeP8ElL3nJDs7GxVVlYqOTnZrJFxFbzP5eTk5Hrnb4SFhcnj8Sg7O1u33nqr0tLSfLedM2eOzp49q0GDBtXbBQtA8GIXLPg9j8ejJk2aaPLkyUpOTlZ+fr6ys7Pl8Xhks9nkcDgkSZ06dVLz5s3l8XgUFhZm8tS4Wj8mZwSe85+b3hxTU1P1xBNPqE+fPnryySf1ySefaNGiRZo/f76aN29uxqi4Bv9v61zv6ojXokWLtGTJEjIGQgwFBH6n7htL7xK92+1Ws2bNNGfOHLVp00Z5eXn605/+JLfb7Xsx27Fjh2JiYtgzPkCQc2g4P+fz1d3FyltCBgwYoN/+9rfKycnRW2+9xfkAfu5yGUvndiesrq6W2+1W48aNJUkLFizQa6+9pjVr1ig9Pd2QWQH4B66EDr/idrt9byy9JyB7uVwuhYWFqbi4WHPmzNE//vEPRUVFqVu3bqqoqNDOnTuVl5fHm5UAQM6h4VI5n6/u+QDTpk3Thg0b9Oabb3I+gJ+70ozdbrecTqdGjhyphx56SN99950WL16sN954g92ugBBEAYFfmjFjhlJSUjRmzJh6L3DeN6eVlZXat2+f1q1bp7KyMiUkJOhXv/rVBdcSgH8j59Dw/3K+mNmzZys3N1erVq1S586dDZwS1+JKM54wYYK2bt0qu92u/Px8ygcQotiGF36ntrZWH330kU6ePKkxY8bUeyHznsgYGRmpvn37qm/fviZOimtBzqHhUjmfr7S0VIcPH9bKlSspHwHkSjL2lpJbb71VR48e1dy5c9keHQhh7IIFv+J2u2Wz2RQfH6/8/Hy1bdv2gkMwvIdp1D1ko+6v4f/IOTRcSc51NW7cWEOGDNGNN95o4JS4Fleasfd5265dO40YMUJt2rQxelQAfoSzOGEql8tV7/feT866d++uxMREffrpp5LOvcidr+4bUd6U+jdyDg3XkrNXo0aNGm5AXLNrydjj8SgqKkoJCQkNPygAv0YBgam8W3IWFBSopKTE9/Xk5GTdf//9evvtt3XgwAF2PApw5BwayDn4XUvGfIAAwItDsGC6FStWaNKkSTp48KBqa2t9x36npKRo586dOnr0qG677bZL7qAD/0fOoYGcgx8ZA7hWFBAYzu121/skrFOnTkpKStKhQ4e0YsUK7dmzR06n07ft6gcffKBRo0YpMjLygj8L/0XOoYGcgx8ZA7jeKCAwlHd7VUk6ePCgvvnmG0VGRqpPnz6688471bt3b23btk1btmzRhg0bNHLkSL333nsqLy/XwIEDeSELEOQcGsg5+JExgIbAdUBgmLovZFOmTNHevXt17NgxRUREKDMzUw8++KDatWuniooK7dmzR7m5uTp8+LBOnDihm2++WStWrFBkZKTJjwKXQ86hgZyDHxkDaCgUEBjuscce07fffqupU6eqWbNmWrVqld5//32lpaXpqaeeqrc3/KZNm1RQUKB77rmHKyIHGHIODeQc/MgYwPXGIVhocHWPAd62bZveeecdzZs3Tz169FCzZs00cOBAud1ubd26VSUlJerVq5ciIiJksVjUvn179e3bV/Hx8SY/ClwOOYcGcg5+ZAygobEXIhpEdXW1XnjhBRUWFspqtfr2hC8sLFRZWZkSExMlnbuCriQ99NBDysjI0IYNG3T69GlZLBZ5F+fYScV/kXNoIOfgR8YAjEQBQYPYunWrNm3apJkzZ+rUqVO+PeGjo6PldDr1xRdfSJLCw8N9L2iPPvqo3G63Pv/8c0nsGR8IyDk0kHPwI2MARqKAoEEMHz5c48eP14kTJzRjxgydOnVKkpSenq7w8HDl5ubq66+/lnTuBc3pdKq8vFxt2rRRcnKymaPjKpBzaCDn4EfGAIzEOSC47rzHD6enp/s+OSsoKFCPHj3UunVrpaSkKCcnR8eOHVPz5s2VlJQkt9ut5cuX66uvvtLvfvc7RUdHm/0wcBnkHBrIOfiRMQCjsQsWrivvto21tbUKDw+XJOXl5WnNmjVq2bKlpk2bpsTERG3ZskW///3vFRsbq5iYGDVv3lz79u3T0qVL1aVLF5MfBS6HnEMDOQc/MgZgBlZAcM2qq6u1YcMGhYWFKTIyUjabzbd3vHRuCb+mpka7du3Snj171LNnT6Wnp+tnP/uZmjRpIrvdrtTUVD399NP1tnOEfyHn0EDOwY+MAZiNFRBcE4fDoQcffFB79+5VeHi40tPT1bx5cw0YMEA/+clP1KRJEzVt2lSStGbNGq1cuVItW7bU1KlT1bp1azmdTnZMCQDkHBrIOfiRMQB/wAoIrklFRYX279+vmpoatWjRQsOGDdOBAwe0adMmZWdna9u2bdq/f7++//579e/fX9XV1Tpx4oR27dqlnj17KiYmxuyHgCtAzqGBnIMfGQPwB6yA4JoVFxfr1Vdf1b59+zRo0CBNmDBBtbW12rx5s44cOaKNGzfq9OnTkqTIyEiVlpaqvLxcd911l55//vl6S//wX+QcGsg5+JExALNRQHBdnD59WtnZ2fr00091xx13aNKkSb7vOZ1OVVdXa+vWrSouLtZHH32kmpoazZo1Sx06dDBxalwtcg4N5Bz8yBiAmSgguG6Kior02muv6fPPP9eQIUM0efJkSbrgmOGKigpZLBZFRkaaNSquATmHBnIOfmQMwCycA4LrJjIyUjfffLNOnTqlTz75RKdOnVK/fv1ktVrldDp9V9a12+2y2+0mT4sfi5xDAzkHPzIGYBYKCK6rS72geS92hcBHzqGBnIMfGQMwAwUE113dF7TPPvtM//nPfzRgwABeyIIMOYcGcg5+ZAzAaGzmjQaRkJCghx9+WJWVlfrqq69UWlrq21sewYOcQwM5Bz8yBmAkTkJHgyopKZHH41F8fLzZo6ABkXNoIOfgR8YAjEABAQAAAGAYq9kDAAAAAAgdFBAAAAAAhqGAAAAAADAMBQQAAACAYSggAAAAAAxDAQEAAABgGAoIAAAAAMNQQAAAAAAYhgICAAAAwDAUEAAAAACGoYAAAAAAMAwFBAAAAIBhKCAAAAAADEMBAQAAAGAYCggAAAAAw1BAAAAAABiGAgIAAADAMBQQAAAAAIahgAAAAAAwDAUEAAAAgGEoIAAAAAAMQwEBAAAAYBgKCAAAAADDUEAAAAAAGIYCAgAAAMAwFBAAAAAAhqGAAAAAADAMBQQAAACAYSggAAAAAAxDAQEAAABgGAoIAAAAAMNQQAAAAAAYhgICAAAAwDAUEAAAAACGoYAAAAAAMAwFBAAAAIBhKCAAAAAADEMBAQAAAGAYCggAAAAAw1BAAAAAABiGAgIAAADAMBQQAAAAAIahgAAAAAAwDAUEAAAAgGEoIAAAAAAMQwEBAAAAYBgKCAAAAADDUEAAAAAAGIYCAgAAAMAwFBAAAAAAhqGAAAAAADAMBQQAAACAYf4Hkz4ct8+z0dYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf100dpi.seek(0)\n",
    "Image(buf100dpi.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## A note about `jpeg` files:\n",
    "\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** uses the Python Image Library (PIL or pillow) to save jpeg files.  \n",
    "Thus you must have pillow installed (`pip install pillow`) to save jpeg images.  \n",
    "\n",
    "**Version 3.1.2 of matplotlib has an incompatibility with version 7.x.x of pillow** (which was released to PyPI on On January 2, 2020.  This incompatibility was **[fixed here](https://github.com/matplotlib/matplotlib/pull/16086/commits)** however (as of this writting) the fixed version of matplotlib was not yet on PyPI (to be pip installable), *but it may be by the time you read this*.\n",
    "\n",
    "If you encounter an exception when trying to save a jpeg file, that says \"format 'jpg' is not supported\" check that you have pillow installed.  If you do have pillow 7.x.x installed, and you are encountering this exception, the permanent fix for the problem is to upgrade to the new version of matplotlib `pip install --upgrade matplotlib`.  (This should work if the new version of matplotlib is on Pypi at the time).\n",
    "\n",
    "If upgrading matplotlib doesn't work, you can immediately fix this problem in one of the following temporary solutions:\n",
    "\n",
    "- install the previous version of pillow: **`pip install Pillow==6.2.2`**\n",
    "- edit your installed version of `.../site-packages/matplotlib/backend_bases.py` and apply **[this one-line fix](https://github.com/matplotlib/matplotlib/pull/16086/files).**\n",
    "\n",
    "\n",
    "---"
   ]
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
